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COSC_4P82_Assignment_1
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Brett 2024-02-13 21:21:51 -05:00
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3
.gitmodules vendored Normal file
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[submodule "lib/blt"]
path = lib/blt
url = https://github.com/tri11paragon/blt

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CMakeLists.txt Normal file
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cmake_minimum_required(VERSION 3.25)
project(Assignment_1 C CXX)
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)
set(CMAKE_CXX_STANDARD 17)
set(CMAKE_C_STANDARD 11)
message("${CMAKE_C_FLAGS}")
add_compile_options(-mieee-fp)
#set(CMAKE_C_FLAGS -mieee-fp)hz
#add_definitions(-DUSEVFORK -DPOSIX_MT)
add_compile_definitions(USEVFORK POSIX_MT RANDOMSEEDTIME)
if (PART_B)
add_compile_definitions(PART_B)
endif ()
message("${CMAKE_C_FLAGS}")
find_package(Threads)
add_subdirectory(lib/blt)
include_directories(include/)
include_directories(${CMAKE_CURRENT_SOURCE_DIR}/lib/lilgp/kernel/)
file(GLOB_RECURSE PROJECT_BUILD_FILES "${CMAKE_CURRENT_SOURCE_DIR}/src/program/*.cpp")
file(GLOB_RECURSE PROJECT_BUILD_FILES_C "${CMAKE_CURRENT_SOURCE_DIR}/src/program/*.c")
set(LILGP_BUILD_FILES main.c gp.c eval.c tree.c change.c crossovr.c reproduc.c
mutate.c select.c tournmnt.c bstworst.c fitness.c genspace.c
exch.c populate.c ephem.c ckpoint.c event.c pretty.c individ.c
params.c random.c memory.c output.c boltzman.c sigma.c fsetupdate.c)
list(TRANSFORM LILGP_BUILD_FILES PREPEND ${CMAKE_CURRENT_SOURCE_DIR}/lib/lilgp/kernel/)
add_executable(Assignment_1 ${PROJECT_BUILD_FILES} ${PROJECT_BUILD_FILES_C} ${LILGP_BUILD_FILES})
target_link_libraries(Assignment_1 PUBLIC BLT)
target_compile_options(Assignment_1 PRIVATE -Wall -Wextra -Wpedantic -Wno-comment)
target_link_options(Assignment_1 PRIVATE -Wall -Wextra -Wpedantic -Wno-comment)
target_link_libraries(Assignment_1 PUBLIC m)
target_link_libraries(Assignment_1 PUBLIC pthread)
if (${ENABLE_ADDRSAN} MATCHES ON)
target_compile_options(Assignment_1 PRIVATE -fsanitize=address)
target_link_options(Assignment_1 PRIVATE -fsanitize=address)
endif ()
if (${ENABLE_UBSAN} MATCHES ON)
target_compile_options(Assignment_1 PRIVATE -fsanitize=undefined)
target_link_options(Assignment_1 PRIVATE -fsanitize=undefined)
endif ()
if (${ENABLE_TSAN} MATCHES ON)
target_compile_options(Assignment_1 PRIVATE -fsanitize=thread)
target_link_options(Assignment_1 PRIVATE -fsanitize=thread)
endif ()
project(Assignment_1_RUNNER C CXX)
file(GLOB_RECURSE RUNNER_PROJECT_BUILD_FILES "${CMAKE_CURRENT_SOURCE_DIR}/src/runner/*.cpp")
add_executable(Assignment_1_RUNNER ${RUNNER_PROJECT_BUILD_FILES})
target_link_libraries(Assignment_1_RUNNER PUBLIC BLT)
target_link_libraries(Assignment_1_RUNNER PUBLIC m)
target_link_libraries(Assignment_1_RUNNER PUBLIC pthread)
target_include_directories(Assignment_1_RUNNER PUBLIC RUNNER)
target_compile_options(Assignment_1_RUNNER PRIVATE -Wall -Wextra -Wpedantic -Wno-comment)
target_link_options(Assignment_1_RUNNER PRIVATE -Wall -Wextra -Wpedantic -Wno-comment)
add_dependencies(Assignment_1_RUNNER Assignment_1)
if (${ENABLE_ADDRSAN} MATCHES ON)
target_compile_options(Assignment_1_RUNNER PRIVATE -fsanitize=address)
target_link_options(Assignment_1_RUNNER PRIVATE -fsanitize=address)
endif ()
if (${ENABLE_UBSAN} MATCHES ON)
target_compile_options(Assignment_1_RUNNER PRIVATE -fsanitize=undefined)
target_link_options(Assignment_1_RUNNER PRIVATE -fsanitize=undefined)
endif ()
if (${ENABLE_TSAN} MATCHES ON)
target_compile_options(Assignment_1_RUNNER PRIVATE -fsanitize=thread)
target_link_options(Assignment_1_RUNNER PRIVATE -fsanitize=thread)
endif ()

54
PartA/crossover_100_mutation_100_elitism_0/aggregated.tsv Normal file
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Generation limit Mean: 41
Generation limit Mode: 50 (6)
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
2 0 0 0.00011 0 14.0341 4.512 22 5 16 6 0 0.00012 0 13.4993 4.1149 14 4 19 4
3 0 0 0.00011 0 14.6611 4.7875 14 4 17 6 0 0.00013 0 13.7895 4.2832 13 4 20 4
4 0 0 0.00012 0 15.3302 5.0336 24 6 11 5 0 0.00014 0 14.0976 4.4333 14 4 20 4
5 0 0 0.00014 0 15.9781 5.2513 23 6 15 5 0 0.00015 0 14.411 4.5696 16 4 20 4
6 0 0 0.00016 0 16.6516 5.446 27 7 13 6 0 0.00017 0 14.7313 4.6948 19 5 20 4
7 0 0 0.00028 0 17.2535 5.6209 22 6 19 7 0 0.00028 0 15.0466 4.8105 18 5 20 4
8 0 0 0.0003 0 18.1642 5.8235 35 8 34 9 0 0.00031 0 15.3929 4.9232 23 6 20 4
9 0 1e-05 0.00037 0 19.2011 6.0579 23 6 23 6 0 0.00037 0 15.7738 5.0366 20 5 20 4
10 0 1e-05 0.00047 0 20.7814 6.3628 29 6 24 6 0 0.00048 0 16.2291 5.1571 28 6 20 4
11 0 4e-05 0.00068 0 22.8629 6.7192 34 7 32 8 0 0.00068 0 16.7817 5.2873 34 7 20 4
12 0 7e-05 0.00094 0 26.0863 7.1928 26 6 23 8 2e-05 0.00094 0 17.4976 5.4338 26 6 20 4
13 0 0.00011 0.00111 0 29.8244 7.7638 27 8 31 8 3e-05 0.00113 0 18.3781 5.6002 27 8 20 4
14 0 0.00016 0.00173 0 33.322 8.3508 37 8 28 8 4e-05 0.00176 0 19.3743 5.7838 28 7 20 4
15 0 0.00021 0.00184 0 36.8131 8.9614 48 10 50 11 4e-05 0.00212 0 20.4642 5.9823 35 8 20 4
16 0 0.00025 0.00495 0 40.1866 9.5048 39 8 37 9 6e-05 0.00496 0 21.6244 6.1896 38 8 20 4
17 0 0.00031 0.0047 0 43.7914 10.0104 39 8 49 10 8e-05 0.00527 0 22.856 6.4018 35 7 20 4
18 0 0.00042 0.0057 0 47.2266 10.4502 37 8 60 11 9e-05 0.00642 0 24.1387 6.6148 34 7 20 4
19 0 0.00063 0.07818 0 49.8474 10.7263 41 9 43 10 0.00012 0.07829 0 25.424 6.8204 34 8 20 4
20 0 0.00149 0.16008 0 51.8127 10.8607 45 9 53 12 0.00021 0.1603 0 26.6806 7.0127 35 7 20 4
21 0 0.00264 0.1059 0 48.0605 9.7961 43 8 65 12 0.00027 0.10628 0 24.6393 6.392 30 6 18 4
22 0 0.00075 0.00581 0 46.501 9.0482 40 8 49 9 0.00016 0.00635 0 23.1659 5.7956 32 7 18 3
23 0 0.001 0.00705 0 48.1138 9.1699 37 7 37 8 0.00019 0.00741 0 24.2053 5.9362 30 6 18 3
24 0 0.00136 0.0088 0 49.2636 9.2652 41 8 65 10 0.00023 0.00911 0 25.2077 6.0693 28 6 18 3
25 0 0.00161 0.00964 0 50.634 9.41 41 8 49 10 0.0003 0.01063 0 26.1856 6.1978 27 5 18 3
26 0 0.00183 0.02255 0 52.1851 9.5276 39 8 48 8 0.00036 0.02326 0 27.1486 6.321 26 6 18 3
27 0 0.00215 0.04444 0 53.7801 9.613 40 8 62 11 0.00042 0.04519 0 28.0996 6.4386 27 6 18 3
28 0 0.00223 0.00962 0 51.5745 8.8811 36 7 61 9 0.00047 0.01011 0 25.3811 5.7176 27 6 17 3
29 0 0.00242 0.0098 0 53.448 9.0149 36 7 55 9 0.00054 0.01025 0 26.3167 5.8275 28 6 17 3
30 0 0.00252 0.01152 0 55.1936 9.1317 32 6 51 8 0.00061 0.0117 0 27.2481 5.9341 27 6 17 3
31 0 0.00271 0.01489 0 56.6096 9.2275 36 7 51 9 0.00066 0.01505 0 28.1656 6.0369 31 6 17 3
32 0 0.00284 0.01381 0 57.4633 9.2697 34 7 68 9 0.00073 0.0153 0 29.0534 6.135 31 6 17 3
33 0 0.00295 0.01194 0 57.6212 9.2493 40 8 53 9 0.0008 0.01576 0 29.8939 6.2266 36 8 17 3
34 0 0.00317 0.01243 0 57.1262 9.1701 48 8 66 9 0.00086 0.01661 0 30.6719 6.3106 28 6 17 3
35 0 0.00339 0.01638 0 57.6547 9.2213 61 10 63 9 0.00093 0.01831 0 31.4214 6.3916 32 7 17 3
36 0 0.00363 0.01747 0 58.6958 9.3118 58 9 66 9 0.00101 0.01839 0 32.1585 6.4704 31 7 17 3
37 0 0.00375 0.03735 0 59.8621 9.4072 43 9 65 9 0.00107 0.03777 0 32.8875 6.5476 31 7 17 3
38 0 0.00405 0.02054 0 61.1164 9.53 55 10 52 8 0.00115 0.03978 0 33.6114 6.6242 33 7 17 3
39 0 0.00446 0.04956 0 61.816 9.6407 49 8 67 8 0.00123 0.04994 0 34.3165 6.6996 31 7 17 3
40 0 0.00502 0.07533 0 62.2502 9.7446 46 8 64 9 0.00133 0.07581 0 34.9978 6.7739 33 7 17 3
41 0 0.00563 0.07541 0 62.4674 9.8256 52 9 65 9 0.00142 0.076 0 35.6518 6.8465 33 7 17 3
42 0 0.00663 0.076 0 62.7849 9.8651 56 9 60 8 0.00154 0.07632 0 36.2828 6.9167 34 8 17 3
43 0 0.00825 0.077 0 62.665 9.8863 50 9 59 9 0.00171 0.07755 0 36.8823 6.9841 34 8 17 3
44 0 0.01025 0.08067 0 62.5507 9.8819 45 9 67 10 0.00188 0.08119 0 37.4528 7.0487 33 8 17 3
45 0 0.01141 0.08903 0 62.5751 9.889 63 10 61 9 0.00209 0.08961 0 37.9989 7.1103 35 8 17 3
46 0 0.00669 0.05313 0 58.0584 8.5661 36 7 53 8 0.00182 0.05352 0 33.9906 6.216 30 6 11 2
47 0 0.00691 0.05336 0 58.5962 8.5868 39 7 56 9 0.00193 0.0537 0 34.5032 6.2654 32 7 11 2
48 0 0.00728 0.05731 0 59.0136 8.5892 45 8 44 8 0.00204 0.05803 0 35.0034 6.3128 34 7 11 2
49 0 0.00821 0.06377 0 59.9068 8.6281 50 8 49 7 0.00217 0.0642 0 35.5015 6.359 35 7 11 2
50 0 0.00957 0.0647 0 61.0564 8.6845 36 7 73 8 0.00231 0.06513 0 36.0027 6.4047 35 8 11 2
Can't render this file because it has a wrong number of fields in line 3.

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PartA/crossover_100_mutation_100_elitism_0/run_0/regress.bst Normal file
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=== BEST-OF-RUN ===
generation: 33
nodes: 47
depth: 12
hits: 13
TOP INDIVIDUAL:
-- #1 --
hits: 13
raw fitness: 91.6646
standardized fitness: 91.6646
adjusted fitness: 0.0108
TREE:
(+ (+ (* (cos (sin (+ (cos (sin (+ (exp (/ (log x)
(log x)))
(exp (cos (- x -0.79752))))))
(sin (- 0.83999 x)))))
(* x x))
(sin x))
(* (* (* (cos (sin (/ -0.54804 x)))
(* x x))
(+ (sin 0.32564) x))
(+ 0.80455 x)))
TREE-equ:
y = (((cos(sin((cos(sin((exp((log(x) / log(x))) + exp(cos((x - -0.79752)))))) + sin((0.83999 - x))))) * (x * x)) + sin(x)) + (((cos(sin((-0.54804 / x))) * (x * x)) * (sin(0.32564) + x)) * (0.80455 + x)))

2
PartA/crossover_100_mutation_100_elitism_0/run_0/regress.fn Normal file
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y = (((cos(sin((cos(sin((exp((log(x) / log(x))) + exp(cos((x - -0.79752)))))) + sin((0.83999 - x))))) * (x * x)) + sin(x)) + (((cos(sin((-0.54804 / x))) * (x * x)) * (sin(0.32564) + x)) * (0.80455 + x)))

0
PartA/crossover_100_mutation_100_elitism_0/run_0/regress.gen Normal file
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1275
PartA/crossover_100_mutation_100_elitism_0/run_0/regress.his Normal file
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File diff suppressed because it is too large Load Diff

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PartA/crossover_100_mutation_100_elitism_0/run_0/regress.prg Normal file
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not starting from checkpoint file.
200 fitness cases:
x = 1.32966, y = 8.57424
x = -3.35859, y = 97.27772
x = -2.14018, y = 13.61722
x = -3.65802, y = 139.82819
x = -2.46898, y = 25.73599
x = 0.71527, y = 1.85457
x = -1.40394, y = 1.68490
x = -4.91122, y = 482.52654
x = -2.93768, y = 54.81633
x = 2.82246, y = 96.73427
x = -2.79120, y = 43.95024
x = 4.40089, y = 484.11819
x = 3.21795, y = 154.12572
x = 2.89035, y = 105.18167
x = -4.87610, y = 468.27726
x = -2.11097, y = 12.79600
x = 4.80599, y = 672.40904
x = -3.42572, y = 105.83015
x = -2.20032, y = 15.42761
x = 4.18500, y = 401.74540
x = 4.54008, y = 543.60068
x = 3.00412, y = 120.58556
x = 0.88949, y = 3.01039
x = 2.92260, y = 109.38675
x = 2.15967, y = 38.65127
x = -2.74978, y = 41.19273
x = 1.17597, y = 6.09760
x = 0.57857, y = 1.21905
x = 2.42423, y = 57.08583
x = 2.32511, y = 49.52749
x = 1.97781, y = 28.92776
x = 2.69509, y = 82.29289
x = -0.50133, y = -0.31283
x = -2.87650, y = 50.06027
x = 2.21204, y = 41.87126
x = -4.37835, y = 298.34464
x = -2.15097, y = 13.92987
x = -0.79443, y = -0.26638
x = 2.05704, y = 32.89745
x = 3.36887, y = 181.75850
x = -1.37140, y = 1.46729
x = -0.37757, y = -0.26851
x = -1.97697, y = 9.48035
x = 0.27772, y = 0.38222
x = -2.96538, y = 57.07777
x = 1.15207, y = 5.77010
x = 3.79546, y = 280.39409
x = -1.08421, y = 0.19864
x = -3.09140, y = 68.25277
x = -0.32043, y = -0.24011
x = -0.72620, y = -0.30369
x = -4.79484, y = 436.52373
x = 1.94654, y = 27.46755
x = 1.86394, y = 23.88470
x = 3.67736, y = 249.79959
x = 3.63457, y = 239.36394
x = 2.14274, y = 37.65235
x = -4.26368, y = 266.88083
x = -0.87005, y = -0.19865
x = -3.09064, y = 68.18093
x = -2.13376, y = 13.43355
x = 4.39049, y = 479.88025
x = -1.96826, y = 9.28879
x = -1.30655, y = 1.08423
x = -0.80614, y = -0.25784
x = 2.58637, y = 71.32367
x = 1.37786, y = 9.49660
x = -2.05977, y = 11.44409
x = 0.85573, y = 2.75086
x = -1.02817, y = 0.05958
x = -0.90643, y = -0.15451
x = 0.89021, y = 3.01616
x = 4.66568, y = 601.86910
x = 3.12012, y = 138.00243
x = -0.08880, y = -0.08155
x = 4.33492, y = 457.70789
x = -3.94242, y = 191.89947
x = 4.02554, y = 348.06668
x = 4.24524, y = 423.57114
x = 3.52510, y = 214.16894
x = 0.10748, y = 0.12041
x = 0.43965, y = 0.75529
x = -3.55138, y = 123.33922
x = 0.51487, y = 0.98671
x = -0.54113, y = -0.32102
x = 2.58732, y = 71.41391
x = -0.33666, y = -0.24863
x = -4.19478, y = 249.21557
x = 2.92964, y = 110.32121
x = 4.62566, y = 582.81835
x = -0.75621, y = -0.28978
x = 4.90880, y = 727.92330
x = 3.34984, y = 178.08113
x = -1.91479, y = 8.17393
x = -0.72471, y = -0.30429
x = 2.73839, y = 87.00323
x = -0.04325, y = -0.04145
x = -0.09709, y = -0.08849
x = -4.63348, y = 378.28268
x = -2.30031, y = 18.81820
x = 0.09449, y = 0.10435
x = 4.76991, y = 653.70304
x = -0.32946, y = -0.24489
x = -1.61650, y = 3.60063
x = 4.57208, y = 558.02633
x = 3.83415, y = 291.01061
x = 3.75653, y = 270.01384
x = -3.56833, y = 125.85778
x = -2.59493, y = 32.00760
x = -3.90996, y = 185.31923
x = -1.02878, y = 0.06094
x = 1.33752, y = 8.71964
x = -2.19332, y = 15.20841
x = -0.49571, y = -0.31141
x = 2.66557, y = 79.19549
x = -2.04257, y = 11.01396
x = -3.95934, y = 195.39866
x = 4.94654, y = 749.14309
x = 4.41816, y = 491.21676
x = 1.45547, y = 11.14471
x = -2.37038, y = 21.49979
x = -3.52505, y = 119.50351
x = -2.42629, y = 23.83270
x = -1.84396, y = 6.84777
x = 3.87734, y = 303.21623
x = -0.67634, y = -0.31904
x = -3.78033, y = 160.71666
x = 1.28217, y = 7.73662
x = 3.54803, y = 219.27174
x = 1.07705, y = 4.83217
x = -4.42161, y = 310.91166
x = 4.62591, y = 582.93312
x = 1.62047, y = 15.39724
x = 3.15520, y = 143.62931
x = -0.44613, y = -0.29628
x = 3.76996, y = 273.56170
x = -2.36703, y = 21.36533
x = 1.94434, y = 27.36716
x = 2.84929, y = 100.00923
x = -3.49856, y = 115.73523
x = 1.54666, y = 13.36111
x = -0.28320, y = -0.21928
x = -3.61294, y = 132.66936
x = -3.52583, y = 119.61600
x = 1.99605, y = 29.80679
x = -2.23116, y = 16.42130
x = 2.33509, y = 50.25171
x = 0.19380, y = 0.24005
x = -0.79213, y = -0.26798
x = 4.95163, y = 752.04119
x = 1.51872, y = 12.64821
x = 3.67458, y = 249.11206
x = 1.35488, y = 9.04758
x = -0.71053, y = -0.30951
x = -2.87869, y = 50.22509
x = 0.46859, y = 0.83926
x = -1.85056, y = 6.96440
x = 1.51534, y = 12.56404
x = 3.82963, y = 289.75479
x = -4.19788, y = 249.98926
x = 1.20118, y = 6.45885
x = -3.18781, y = 77.84810
x = -1.41762, y = 1.78180
x = -4.09637, y = 225.52224
x = -0.45662, y = -0.29985
x = 4.25442, y = 426.97276
x = -0.04954, y = -0.04720
x = -3.66749, y = 141.36897
x = 2.50824, y = 64.15939
x = -0.10327, y = -0.09359
x = 0.62234, y = 1.40070
x = 0.84685, y = 2.68567
x = 0.73867, y = 1.98508
x = 4.46653, y = 511.52090
x = 4.93675, y = 743.59317
x = -1.04496, y = 0.09829
x = 0.12007, y = 0.13642
x = 3.28424, y = 165.83749
x = -3.96527, y = 196.63516
x = -1.59124, y = 3.32302
x = -3.82577, y = 169.04278
x = -0.29568, y = -0.22646
x = 2.45254, y = 59.39931
x = 2.74591, y = 87.84163
x = 4.87587, y = 709.77766
x = 3.76620, y = 272.56347
x = 1.04353, y = 4.45466
x = 0.71684, y = 1.86313
x = -1.38818, y = 1.57728
x = 0.29946, y = 0.42402
x = -1.18050, y = 0.51003
x = -3.69954, y = 146.67536
x = 4.43610, y = 498.67624
x = -2.04744, y = 11.13466
x = 0.87910, y = 2.92851
x = -4.30019, y = 276.61524
x = 3.97813, y = 333.20726
x = -3.07947, y = 67.13059
x = -3.46258, y = 110.75930
x = -1.95899, y = 9.08822

52
PartA/crossover_100_mutation_100_elitism_0/run_0/regress.stt Normal file
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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 0.0000 0.0001 0.0000 13.396 3.723 36 6 44 6 0.0000 0.0001 0.0000 13.396 3.723 36 6 44 6
1 0 0.0000 0.0001 0.0000 13.533 4.237 35 6 13 7 0.0000 0.0001 0.0000 13.465 3.980 36 6 44 6
2 0 0.0000 0.0001 0.0000 14.103 4.578 64 6 11 6 0.0000 0.0001 0.0000 13.678 4.179 36 6 44 6
3 0 0.0000 0.0001 0.0000 14.564 4.840 22 4 6 4 0.0000 0.0001 0.0000 13.899 4.345 22 4 44 6
4 0 0.0000 0.0001 0.0000 15.403 5.096 37 7 6 4 0.0000 0.0001 0.0000 14.200 4.495 22 4 44 6
5 0 0.0000 0.0001 0.0000 16.278 5.325 45 9 13 4 0.0000 0.0001 0.0000 14.546 4.633 45 9 44 6
6 0 0.0000 0.0002 0.0000 17.203 5.529 20 7 16 6 0.0000 0.0002 0.0000 14.926 4.761 20 7 44 6
7 0 0.0000 0.0007 0.0000 17.852 5.727 21 7 23 8 0.0000 0.0007 0.0000 15.292 4.882 21 7 44 6
8 0 0.0000 0.0007 0.0000 18.586 5.872 30 7 18 6 0.0000 0.0007 0.0000 15.658 4.992 30 7 44 6
9 0 0.0000 0.0008 0.0000 19.709 6.104 21 7 32 9 0.0000 0.0008 0.0000 16.063 5.103 21 7 44 6
10 0 0.0000 0.0017 0.0000 21.210 6.354 42 7 11 6 0.0000 0.0017 0.0000 16.531 5.217 42 7 44 6
11 0 0.0001 0.0024 0.0000 24.192 6.764 45 7 56 17 0.0000 0.0024 0.0000 17.169 5.346 45 7 44 6
12 0 0.0002 0.0033 0.0000 30.815 7.640 33 7 37 12 0.0001 0.0033 0.0000 18.219 5.522 33 7 44 6
13 0 0.0004 0.0038 0.0000 37.282 8.568 31 6 30 6 0.0001 0.0038 0.0000 19.580 5.740 31 6 44 6
14 0 0.0005 0.0039 0.0000 41.065 9.129 30 7 26 7 0.0001 0.0039 0.0000 21.013 5.966 30 7 44 6
15 0 0.0006 0.0055 0.0000 45.389 9.688 42 8 57 13 0.0001 0.0055 0.0000 22.536 6.198 42 8 44 6
16 0 0.0007 0.0061 0.0000 49.160 10.070 40 8 40 10 0.0002 0.0061 0.0000 24.102 6.426 40 8 44 6
17 0 0.0008 0.0061 0.0000 53.479 10.476 40 8 44 8 0.0002 0.0061 0.0000 25.734 6.651 40 8 44 6
18 0 0.0010 0.0047 0.0000 58.085 10.909 36 8 67 11 0.0002 0.0061 0.0000 27.437 6.875 40 8 44 6
19 0 0.0011 0.0053 0.0000 61.665 11.270 27 6 86 16 0.0003 0.0061 0.0000 29.148 7.095 40 8 44 6
20 0 0.0013 0.0063 0.0000 65.545 11.700 50 11 50 13 0.0003 0.0063 0.0000 30.882 7.314 50 11 44 6
21 0 0.0014 0.0062 0.0000 68.801 12.003 127 16 115 17 0.0004 0.0063 0.0000 32.605 7.527 50 11 44 6
22 0 0.0015 0.0063 0.0000 72.036 12.283 61 12 98 14 0.0004 0.0063 0.0000 34.320 7.734 50 11 44 6
23 0 0.0015 0.0065 0.0000 74.597 12.453 65 12 89 16 0.0005 0.0065 0.0000 35.998 7.931 65 12 44 6
24 0 0.0017 0.0077 0.0000 77.609 12.661 36 8 128 17 0.0005 0.0077 0.0000 37.662 8.120 36 8 44 6
25 0 0.0019 0.0081 0.0000 82.365 12.903 39 10 146 17 0.0006 0.0081 0.0000 39.382 8.304 39 10 44 6
26 0 0.0022 0.0082 0.0000 87.425 13.149 39 11 68 13 0.0006 0.0082 0.0000 41.161 8.483 39 11 44 6
27 0 0.0025 0.0077 0.0000 94.369 13.435 36 8 90 12 0.0007 0.0082 0.0000 43.061 8.660 39 11 44 6
28 0 0.0029 0.0077 0.0000 102.535 13.772 36 8 175 16 0.0008 0.0082 0.0000 45.112 8.836 39 11 44 6
29 0 0.0033 0.0078 0.0000 108.372 13.914 37 8 141 16 0.0009 0.0082 0.0000 47.221 9.006 39 11 44 6
30 0 0.0037 0.0082 0.0000 113.453 14.119 39 8 102 13 0.0010 0.0082 0.0000 49.357 9.171 39 11 44 6
31 0 0.0039 0.0091 0.0000 116.996 14.243 49 12 34 7 0.0010 0.0091 0.0000 51.471 9.329 49 12 44 6
32 0 0.0040 0.0091 0.0000 118.621 14.296 49 12 151 14 0.0011 0.0091 0.0000 53.506 9.480 49 12 44 6
33 0 0.0040 0.0108 0.0000 119.593 14.341 47 12 130 17 0.0012 0.0108 0.0000 55.450 9.623 47 12 44 6
34 0 0.0041 0.0087 0.0000 122.366 14.531 46 12 144 16 0.0013 0.0108 0.0000 57.362 9.763 47 12 44 6
35 0 0.0040 0.0077 0.0000 122.850 14.501 36 8 179 15 0.0014 0.0108 0.0000 59.181 9.895 47 12 44 6
36 0 0.0041 0.0081 0.0000 124.428 14.538 47 8 144 17 0.0015 0.0108 0.0000 60.944 10.020 47 12 44 6
37 0 0.0042 0.0080 0.0000 126.322 14.591 40 11 80 12 0.0015 0.0108 0.0000 62.665 10.140 47 12 44 6
38 0 0.0042 0.0078 0.0000 128.071 14.684 46 8 133 16 0.0016 0.0108 0.0000 64.342 10.257 47 12 44 6
39 0 0.0042 0.0080 0.0000 129.149 14.733 46 8 191 16 0.0017 0.0108 0.0000 65.962 10.369 47 12 44 6
40 0 0.0042 0.0103 0.0000 128.986 14.752 35 8 132 15 0.0017 0.0108 0.0000 67.499 10.476 47 12 44 6
41 0 0.0042 0.0078 0.0000 130.367 14.772 153 16 26 7 0.0018 0.0108 0.0000 68.996 10.578 47 12 44 6
42 0 0.0042 0.0078 0.0000 131.274 14.777 153 16 143 13 0.0018 0.0108 0.0000 70.444 10.676 47 12 44 6
43 0 0.0043 0.0079 0.0000 132.578 14.852 88 13 122 16 0.0019 0.0108 0.0000 71.856 10.770 47 12 44 6
44 0 0.0042 0.0079 0.0000 132.494 14.793 71 9 158 16 0.0019 0.0108 0.0000 73.204 10.860 47 12 44 6
45 0 0.0042 0.0078 0.0000 132.663 14.819 167 17 128 15 0.0020 0.0108 0.0000 74.496 10.946 47 12 44 6
46 0 0.0043 0.0079 0.0000 134.833 14.914 49 14 61 10 0.0020 0.0108 0.0000 75.780 11.030 47 12 44 6
47 0 0.0043 0.0078 0.0000 136.362 14.968 38 8 145 15 0.0021 0.0108 0.0000 77.042 11.112 47 12 44 6
48 0 0.0043 0.0082 0.0000 137.424 14.997 37 8 49 9 0.0021 0.0108 0.0000 78.275 11.192 47 12 44 6
49 0 0.0043 0.0080 0.0000 139.048 15.109 129 16 10 4 0.0022 0.0108 0.0000 79.490 11.270 47 12 44 6
50 0 0.0043 0.0078 0.0000 140.019 15.159 38 8 198 17 0.0022 0.0108 0.0000 80.677 11.346 47 12 44 6

202
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 165.
creating initial population(s):
5583 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (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. (1s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 32.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 33.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 34.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (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. (0s wall)
breeding complete. (0s wall)
=== generation 48.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 49.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 50.
evaluation complete. (0s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 402625905
freed: 401623305
not freed: 1002600
max allocated: 15326708
malloc'ed blocks: 749964
realloc'ed blocks: 13
free'ed blocks: 749814
------- time -------
overall: 8s wall
evaluation: 6s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 500
space 1 size: 100
------- ephemeral random constants -------
used: 144642
freed: 144642
allocated: 16000
blocks: 31

31
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=== BEST-OF-RUN ===
generation: 50
nodes: 62
depth: 15
hits: 46
TOP INDIVIDUAL:
-- #1 --
hits: 46
raw fitness: 9.4189
standardized fitness: 9.4189
adjusted fitness: 0.0960
TREE:
(+ (+ (* (- (- (* (+ (* (- (/ 0.08587 0.23394)
(cos (* x
(sin (cos (- (sin -0.05232)
(sin x))))))) 0.09773)
(+ (* x x)
(exp (cos (+ 0.37437 x)))))
(+ 0.89635 x))
(* x x))
(sin (+ 0.89635 x))) 0.09773)
(+ (* x
(cos (/ -0.31664 x)))
(* x x)))
(* (* (* x x)
(+ 0.89635 x)) x))
TREE-equ:
y = ((((((((((0.08587 / 0.23394) - cos((x * sin(cos((sin(-0.05232) - sin(x))))))) * 0.09773) + ((x * x) + exp(cos((0.37437 + x))))) * (0.89635 + x)) - (x * x)) - sin((0.89635 + x))) * 0.09773) + ((x * cos((-0.31664 / x))) + (x * x))) + (((x * x) * (0.89635 + x)) * x))

2
PartA/crossover_100_mutation_100_elitism_0/run_1/regress.fn Normal file
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y = ((((((((((0.08587 / 0.23394) - cos((x * sin(cos((sin(-0.05232) - sin(x))))))) * 0.09773) + ((x * x) + exp(cos((0.37437 + x))))) * (0.89635 + x)) - (x * x)) - sin((0.89635 + x))) * 0.09773) + ((x * cos((-0.31664 / x))) + (x * x))) + (((x * x) * (0.89635 + x)) * x))

0
PartA/crossover_100_mutation_100_elitism_0/run_1/regress.gen Normal file
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1425
PartA/crossover_100_mutation_100_elitism_0/run_1/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_0/run_1/regress.prg Normal file
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not starting from checkpoint file.
200 fitness cases:
x = -1.61119, y = 3.54108
x = -0.48656, y = -0.30896
x = 0.66357, y = 1.58995
x = -1.12649, y = 0.32331
x = -4.97963, y = 511.21612
x = 0.74206, y = 2.00457
x = 3.66729, y = 247.31329
x = -3.12327, y = 71.32124
x = 2.00583, y = 30.28692
x = 0.47856, y = 0.86963
x = 3.65841, y = 245.13811
x = 2.10702, y = 35.61042
x = 1.12717, y = 5.44395
x = 0.59236, y = 1.27424
x = -3.60790, y = 131.88585
x = 0.95616, y = 3.58042
x = 2.39456, y = 54.73642
x = -3.70478, y = 147.55717
x = -1.40823, y = 1.71494
x = -0.53585, y = -0.32013
x = 3.95590, y = 326.40875
x = -3.97944, y = 199.61455
x = 4.85181, y = 696.73606
x = 2.93755, y = 111.37788
x = 0.24711, y = 0.32700
x = -0.26825, y = -0.21042
x = -1.72032, y = 4.90652
x = -2.27558, y = 17.93348
x = -2.96455, y = 57.00870
x = 4.30544, y = 446.26447
x = 3.61026, y = 233.58579
x = -2.67351, y = 36.45362
x = 1.74229, y = 19.28129
x = -2.88623, y = 50.79516
x = 2.15830, y = 38.57003
x = 1.68781, y = 17.45969
x = -3.40491, y = 103.12183
x = 1.48139, y = 11.74270
x = 1.56251, y = 13.77936
x = -2.18794, y = 15.04154
x = -0.97017, y = -0.05618
x = -3.86618, y = 176.71601
x = 4.59212, y = 567.20176
x = 2.19944, y = 41.07854
x = 1.27337, y = 7.58869
x = 4.25641, y = 427.71282
x = -2.52269, y = 28.28696
x = 1.93031, y = 26.73272
x = 0.97267, y = 3.73405
x = -2.69884, y = 37.98039
x = -4.02295, y = 208.97876
x = -4.57596, y = 359.00279
x = -3.83460, y = 170.69705
x = 2.93201, y = 110.63720
x = 2.98372, y = 117.70543
x = -3.93768, y = 190.92852
x = 2.77115, y = 90.70252
x = -1.45020, y = 2.02597
x = 1.71520, y = 18.35808
x = -1.66744, y = 4.20723
x = -0.85302, y = -0.21660
x = -2.81410, y = 45.53283
x = 0.31422, y = 0.45372
x = -0.80622, y = -0.25777
x = -3.55127, y = 123.32374
x = 2.52460, y = 65.61176
x = 2.51490, y = 64.74813
x = 3.92773, y = 317.94240
x = 4.31899, y = 451.49921
x = -2.86431, y = 49.15024
x = -1.52115, y = 2.62707
x = -4.53575, y = 345.97297
x = 0.32255, y = 0.47098
x = -3.70939, y = 148.33559
x = -1.51290, y = 2.55209
x = 3.53186, y = 215.66399
x = 4.85516, y = 698.54446
x = -3.08020, y = 67.19916
x = 4.95382, y = 753.29218
x = -0.81520, y = -0.25076
x = 1.96060, y = 28.11688
x = 4.72988, y = 633.41577
x = 1.00922, y = 4.09302
x = 3.70289, y = 256.18840
x = 0.15846, y = 0.18818
x = 1.42436, y = 10.45903
x = 2.01228, y = 30.60621
x = -2.45149, y = 24.94312
x = -4.33496, y = 286.12956
x = 4.63370, y = 586.60914
x = 4.17291, y = 397.46707
x = -2.33264, y = 20.02314
x = 2.16239, y = 38.81401
x = -0.57318, y = -0.32502
x = 4.33321, y = 457.03657
x = -1.43442, y = 1.90529
x = 0.81126, y = 2.43649
x = 3.30151, y = 168.99622
x = -1.28766, y = 0.98455
x = 2.74151, y = 87.35031
x = 4.40124, y = 484.26253
x = -4.44248, y = 317.11454
x = 1.97649, y = 28.86489
x = -3.21213, y = 80.42027
x = 0.34056, y = 0.50948
x = -3.75283, y = 155.82911
x = -0.58517, y = -0.32587
x = -2.53749, y = 29.02164
x = -2.22645, y = 16.26661
x = -3.44064, y = 107.80565
x = -0.94996, y = -0.09043
x = 0.22264, y = 0.28571
x = -2.11524, y = 12.91384
x = 2.08150, y = 34.20438
x = -0.84035, y = -0.22891
x = -3.52038, y = 118.83225
x = 0.02351, y = 0.02407
x = -4.11260, y = 229.30850
x = -0.13943, y = -0.12232
x = 2.88315, y = 104.26060
x = -3.28666, y = 88.69898
x = 4.21340, y = 411.92493
x = 0.21539, y = 0.27392
x = -3.42251, y = 105.40933
x = -2.26555, y = 17.58359
x = -2.07866, y = 11.93029
x = -1.51224, y = 2.54609
x = -1.46531, y = 2.14583
x = 0.95006, y = 3.52491
x = -2.76007, y = 41.86559
x = -0.88297, y = -0.18390
x = 2.39265, y = 54.58800
x = 4.14625, y = 388.16026
x = 3.39447, y = 186.79475
x = -4.86524, y = 463.93818
x = -3.26205, y = 85.89745
x = 1.84513, y = 23.12200
x = 3.92772, y = 317.93824
x = -0.45676, y = -0.29990
x = -1.32116, y = 1.16492
x = -3.59914, y = 130.53372
x = 1.12488, y = 5.41469
x = 2.68794, y = 81.53411
x = -2.21811, y = 15.99529
x = 2.92037, y = 109.09144
x = 4.95951, y = 756.54190
x = 2.45197, y = 59.35170
x = 0.58491, y = 1.24416
x = -3.30763, y = 91.13864
x = 1.41187, y = 10.19319
x = -4.92218, y = 487.04164
x = -2.72342, y = 39.50627
x = -2.64855, y = 34.99500
x = -3.52758, y = 119.86892
x = -1.37553, y = 1.49388
x = -2.99141, y = 59.26439
x = -3.58873, y = 128.93957
x = 3.58202, y = 227.00493
x = -3.34689, y = 95.84149
x = -1.39740, y = 1.63970
x = -0.59796, y = -0.32636
x = 0.48711, y = 0.89627
x = 2.91927, y = 108.94718
x = 4.09471, y = 370.63682
x = -4.84150, y = 454.55221
x = 2.92516, y = 109.72617
x = 2.53471, y = 66.52156
x = -4.89713, y = 476.77466
x = 4.16113, y = 393.33683
x = -0.79985, y = -0.26251
x = -0.97235, y = -0.05231
x = 4.43860, y = 499.72232
x = 4.19503, y = 405.31759
x = 3.44870, y = 197.81576
x = 2.80533, y = 94.68800
x = 4.43676, y = 498.95141
x = 1.86195, y = 23.80311
x = -1.25703, y = 0.83362
x = 2.95301, y = 113.46780
x = -4.27414, y = 269.64409
x = -3.48993, y = 114.52690
x = -0.09426, y = -0.08613
x = -3.11843, y = 70.84814
x = -2.65255, y = 35.22544
x = 2.83789, y = 98.60759
x = 3.62992, y = 238.25061
x = 4.47338, y = 514.44630
x = -4.94846, y = 497.99199
x = 3.23596, y = 157.24424
x = -2.79040, y = 43.89619
x = -0.79675, y = -0.26474
x = 1.74226, y = 19.28049
x = 4.76658, y = 651.99729
x = -4.65691, y = 386.35379
x = 4.65118, y = 594.91501
x = -3.03775, y = 63.31220
x = 1.92985, y = 26.71203
x = 4.23924, y = 421.35577
x = -0.02344, y = -0.02291
x = 3.48361, y = 205.16529

52
PartA/crossover_100_mutation_100_elitism_0/run_1/regress.stt Normal file
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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 0.0000 0.0001 0.0000 12.716 3.642 12 6 20 6 0.0000 0.0001 0.0000 12.716 3.642 12 6 20 6
1 0 0.0000 0.0001 0.0000 13.071 4.139 18 5 8 4 0.0000 0.0001 0.0000 12.893 3.891 18 5 20 6
2 0 0.0000 0.0001 0.0000 13.651 4.449 15 4 30 8 0.0000 0.0001 0.0000 13.146 4.077 15 4 20 6
3 0 0.0000 0.0002 0.0000 14.331 4.707 19 7 24 7 0.0000 0.0002 0.0000 13.442 4.235 19 7 20 6
4 0 0.0000 0.0001 0.0000 15.010 4.960 16 6 10 5 0.0000 0.0002 0.0000 13.756 4.380 19 7 20 6
5 0 0.0000 0.0002 0.0000 15.588 5.195 15 5 6 4 0.0000 0.0002 0.0000 14.061 4.516 15 5 20 6
6 0 0.0000 0.0002 0.0000 16.230 5.387 18 5 7 5 0.0000 0.0002 0.0000 14.371 4.640 18 5 20 6
7 0 0.0000 0.0006 0.0000 16.605 5.503 16 5 19 9 0.0000 0.0006 0.0000 14.650 4.748 16 5 20 6
8 0 0.0000 0.0006 0.0000 17.462 5.702 11 4 24 10 0.0000 0.0006 0.0000 14.963 4.854 11 4 20 6
9 0 0.0000 0.0006 0.0000 17.826 5.853 11 4 16 6 0.0000 0.0006 0.0000 15.249 4.954 11 4 20 6
10 0 0.0000 0.0006 0.0000 18.513 5.977 13 5 7 4 0.0000 0.0006 0.0000 15.546 5.047 13 5 20 6
11 0 0.0001 0.0008 0.0000 20.833 6.304 16 4 67 12 0.0000 0.0008 0.0000 15.986 5.152 16 4 20 6
12 0 0.0001 0.0008 0.0000 27.106 6.926 13 4 34 9 0.0000 0.0008 0.0000 16.842 5.288 13 4 20 6
13 0 0.0002 0.0011 0.0000 35.818 7.934 26 8 50 9 0.0001 0.0011 0.0000 18.197 5.477 26 8 20 6
14 0 0.0002 0.0011 0.0000 41.490 8.660 26 8 31 8 0.0001 0.0011 0.0000 19.750 5.689 26 8 20 6
15 0 0.0003 0.0013 0.0000 44.048 9.093 70 13 48 10 0.0001 0.0013 0.0000 21.269 5.902 70 13 20 6
16 0 0.0003 0.0014 0.0000 45.578 9.462 43 7 21 7 0.0001 0.0014 0.0000 22.699 6.111 43 7 20 6
17 0 0.0004 0.0021 0.0000 46.893 9.751 43 10 85 16 0.0001 0.0021 0.0000 24.043 6.314 43 10 20 6
18 0 0.0004 0.0023 0.0000 48.342 10.002 39 8 120 17 0.0001 0.0023 0.0000 25.322 6.508 39 8 20 6
19 0 0.0004 0.0026 0.0000 50.326 10.401 58 11 46 11 0.0001 0.0026 0.0000 26.572 6.702 58 11 20 6
20 0 0.0005 0.0213 0.0000 52.304 10.654 44 8 44 9 0.0002 0.0213 0.0000 27.797 6.891 44 8 20 6
21 0 0.0006 0.0237 0.0000 54.253 10.929 40 7 100 17 0.0002 0.0237 0.0000 29.000 7.074 40 7 20 6
22 0 0.0009 0.0244 0.0000 55.059 10.965 75 15 52 10 0.0002 0.0244 0.0000 30.133 7.243 75 15 20 6
23 0 0.0028 0.0293 0.0000 53.199 10.514 38 7 13 4 0.0003 0.0293 0.0000 31.094 7.380 38 7 20 6
24 0 0.0057 0.0358 0.0000 50.786 10.106 71 14 54 11 0.0005 0.0358 0.0000 31.882 7.489 71 14 20 6
25 0 0.0075 0.0454 0.0000 52.558 10.563 45 8 63 13 0.0008 0.0454 0.0000 32.677 7.607 45 8 20 6
26 0 0.0086 0.0452 0.0000 56.132 11.262 47 8 16 5 0.0011 0.0454 0.0000 33.546 7.742 45 8 20 6
27 0 0.0096 0.0473 0.0000 58.442 11.663 56 9 51 11 0.0014 0.0473 0.0000 34.435 7.882 56 9 20 6
28 0 0.0102 0.0473 0.0000 61.159 12.084 56 9 82 15 0.0017 0.0473 0.0000 35.356 8.027 56 9 20 6
29 0 0.0108 0.0465 0.0000 63.162 12.343 91 14 48 10 0.0020 0.0473 0.0000 36.283 8.171 56 9 20 6
30 0 0.0108 0.0483 0.0000 65.238 12.491 56 9 125 17 0.0023 0.0483 0.0000 37.217 8.310 56 9 20 6
31 0 0.0116 0.0504 0.0000 67.260 12.708 92 14 52 13 0.0026 0.0504 0.0000 38.156 8.448 92 14 20 6
32 0 0.0123 0.0504 0.0000 68.748 12.872 92 14 73 14 0.0029 0.0504 0.0000 39.083 8.582 92 14 20 6
33 0 0.0128 0.0498 0.0000 70.500 12.986 92 14 57 13 0.0032 0.0504 0.0000 40.007 8.711 92 14 20 6
34 0 0.0134 0.0531 0.0000 72.546 13.119 59 12 115 13 0.0035 0.0531 0.0000 40.937 8.837 59 12 20 6
35 0 0.0145 0.0544 0.0000 75.309 13.416 86 13 69 17 0.0038 0.0544 0.0000 41.892 8.965 86 13 20 6
36 0 0.0156 0.0552 0.0000 77.222 13.512 71 13 97 16 0.0041 0.0552 0.0000 42.846 9.087 71 13 20 6
37 0 0.0155 0.0604 0.0000 77.958 13.468 69 13 44 9 0.0044 0.0604 0.0000 43.770 9.203 69 13 20 6
38 0 0.0169 0.0657 0.0000 81.033 13.787 88 13 54 12 0.0047 0.0657 0.0000 44.726 9.320 88 13 20 6
39 0 0.0177 0.0710 0.0000 82.084 13.750 87 13 121 16 0.0050 0.0710 0.0000 45.660 9.431 87 13 20 6
40 0 0.0185 0.0674 0.0000 84.480 13.883 70 13 87 15 0.0054 0.0710 0.0000 46.607 9.540 87 13 20 6
41 0 0.0192 0.0686 0.0000 85.340 13.965 77 15 143 15 0.0057 0.0710 0.0000 47.529 9.645 87 13 20 6
42 0 0.0200 0.0741 0.0000 86.974 14.020 81 15 117 14 0.0060 0.0741 0.0000 48.446 9.747 81 15 20 6
43 0 0.0205 0.0766 0.0000 88.531 14.173 72 14 121 17 0.0064 0.0766 0.0000 49.357 9.847 72 14 20 6
44 0 0.0213 0.0792 0.0000 89.986 14.229 64 13 78 17 0.0067 0.0792 0.0000 50.260 9.945 64 13 20 6
45 0 0.0221 0.0814 0.0000 91.300 14.311 79 15 108 15 0.0070 0.0814 0.0000 51.152 10.040 79 15 20 6
46 0 0.0222 0.0851 0.0000 92.261 14.344 70 14 132 17 0.0073 0.0851 0.0000 52.027 10.131 70 14 20 6
47 0 0.0232 0.0869 0.0000 94.659 14.495 85 16 116 16 0.0077 0.0869 0.0000 52.915 10.222 85 16 20 6
48 0 0.0239 0.0823 0.0000 95.990 14.532 88 17 74 15 0.0080 0.0869 0.0000 53.794 10.310 85 16 20 6
49 0 0.0248 0.0868 0.0000 98.330 14.582 75 15 76 15 0.0083 0.0869 0.0000 54.685 10.395 85 16 20 6
50 0 0.0258 0.0960 0.0000 101.301 14.678 62 15 123 17 0.0087 0.0960 0.0000 55.599 10.479 62 15 20 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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 129.
creating initial population(s):
5633 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (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. (0s wall)
breeding complete. (0s wall)
=== generation 26.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 27.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 32.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 33.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 34.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (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. (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. (0s wall)
=== generation 49.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 50.
evaluation complete. (1s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 282055701
freed: 281053101
not freed: 1002600
max allocated: 11541980
malloc'ed blocks: 748601
realloc'ed blocks: 12
free'ed blocks: 748451
------- time -------
overall: 7s wall
evaluation: 6s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 400
space 1 size: 100
------- ephemeral random constants -------
used: 144268
freed: 144268
allocated: 16000
blocks: 31

23
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=== BEST-OF-RUN ===
generation: 27
nodes: 27
depth: 5
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 1.8510
standardized fitness: 1.8510
adjusted fitness: 0.3508
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x) x))
(- (+ 0.99455 -0.46084)
(+ (log (log -0.18460))
(+ (* x x) x))))
TREE-equ:
y = ((((x * x) * (x / x)) * ((x * x) + x)) - ((0.99455 + -0.46084) - (log(log(-0.18460)) + ((x * x) + x))))

2
PartA/crossover_100_mutation_100_elitism_0/run_2/regress.fn Normal file
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y = ((((x * x) * (x / x)) * ((x * x) + x)) - ((0.99455 + -0.46084) - (log(log(-0.18460)) + ((x * x) + x))))

0
PartA/crossover_100_mutation_100_elitism_0/run_2/regress.gen Normal file
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593
PartA/crossover_100_mutation_100_elitism_0/run_2/regress.his Normal file
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@ -0,0 +1,593 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 3
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 4
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 5
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 6
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 7
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 8
generation: 0
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7057.5460
standardized fitness: 7057.5460
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 9
generation: 9
nodes: 9
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 6871.7895
standardized fitness: 6871.7895
adjusted fitness: 0.0001
TREE:
(* (+ (* (* x x) x) x) x)
=== BEST-OF-RUN ===
current generation: 10
generation: 9
nodes: 9
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 6871.7895
standardized fitness: 6871.7895
adjusted fitness: 0.0001
TREE:
(* (+ (* (* x x) x) x) x)
=== BEST-OF-RUN ===
current generation: 11
generation: 11
nodes: 25
depth: 7
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6870.9082
standardized fitness: 6870.9082
adjusted fitness: 0.0001
TREE:
(+ (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (log x))))
(* -0.57016
(cos (- x
(log (exp (cos x)))))))
=== BEST-OF-RUN ===
current generation: 12
generation: 12
nodes: 21
depth: 5
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6867.7505
standardized fitness: 6867.7505
adjusted fitness: 0.0001
TREE:
(+ (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (log x))))
(* -0.57016
(* -0.09917 -0.67900)))
=== BEST-OF-RUN ===
current generation: 13
generation: 13
nodes: 16
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 4094.8616
standardized fitness: 4094.8616
adjusted fitness: 0.0002
TREE:
(+ (* (exp x)
(exp (exp 0.57190)))
(exp (- (cos -0.14114)
(- -0.73038
(- -0.73038 x)))))
=== BEST-OF-RUN ===
current generation: 14
generation: 14
nodes: 36
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3636.4000
standardized fitness: 3636.4000
adjusted fitness: 0.0003
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (+ (* (+ (+ (* -0.76520 0.18227)
(exp x)) x)
(* 0.73233 x)) 0.43895))))
(- (sin (sin (exp (sin x))))
(exp x)))
=== BEST-OF-RUN ===
current generation: 15
generation: 15
nodes: 37
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3550.2850
standardized fitness: 3550.2850
adjusted fitness: 0.0003
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (+ (* (+ (+ (* -0.76520 0.18227)
(exp x)) x)
(* 0.73233 x))
(log 0.54301)))))
(- (sin (sin (exp (sin x))))
(exp x)))
=== BEST-OF-RUN ===
current generation: 16
generation: 15
nodes: 37
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3550.2850
standardized fitness: 3550.2850
adjusted fitness: 0.0003
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (+ (* (+ (+ (* -0.76520 0.18227)
(exp x)) x)
(* 0.73233 x))
(log 0.54301)))))
(- (sin (sin (exp (sin x))))
(exp x)))
=== BEST-OF-RUN ===
current generation: 17
generation: 15
nodes: 37
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3550.2850
standardized fitness: 3550.2850
adjusted fitness: 0.0003
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (+ (* (+ (+ (* -0.76520 0.18227)
(exp x)) x)
(* 0.73233 x))
(log 0.54301)))))
(- (sin (sin (exp (sin x))))
(exp x)))
=== BEST-OF-RUN ===
current generation: 18
generation: 18
nodes: 47
depth: 11
hits: 2
TOP INDIVIDUAL:
-- #1 --
hits: 2
raw fitness: 3472.1917
standardized fitness: 3472.1917
adjusted fitness: 0.0003
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(sin (+ (* (+ (+ (* -0.76520 0.18227)
(exp x))
(/ (* (sin (cos x))
(cos x))
(exp (exp (cos x)))))
(* 0.73233 x))
(log 0.54301)))))
(- (sin (sin (exp (sin x))))
(exp x)))
=== BEST-OF-RUN ===
current generation: 19
generation: 19
nodes: 25
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1070.5147
standardized fitness: 1070.5147
adjusted fitness: 0.0009
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(- (cos -0.14114)
(- -0.73038 x))))
(sin (exp (exp (/ 0.17683 -0.35000)))))
=== BEST-OF-RUN ===
current generation: 20
generation: 19
nodes: 25
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1070.5147
standardized fitness: 1070.5147
adjusted fitness: 0.0009
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(- (cos -0.14114)
(- -0.73038 x))))
(sin (exp (exp (/ 0.17683 -0.35000)))))
=== BEST-OF-RUN ===
current generation: 21
generation: 19
nodes: 25
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1070.5147
standardized fitness: 1070.5147
adjusted fitness: 0.0009
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(- (cos -0.14114)
(- -0.73038 x))))
(sin (exp (exp (/ 0.17683 -0.35000)))))
=== BEST-OF-RUN ===
current generation: 22
generation: 19
nodes: 25
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1070.5147
standardized fitness: 1070.5147
adjusted fitness: 0.0009
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x)
(- (cos -0.14114)
(- -0.73038 x))))
(sin (exp (exp (/ 0.17683 -0.35000)))))
=== BEST-OF-RUN ===
current generation: 23
generation: 23
nodes: 26
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 514.2469
standardized fitness: 514.2469
adjusted fitness: 0.0019
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x) x))
(- (sin (sin (exp -0.78049)))
(* (* x x)
(/ x x))))
=== BEST-OF-RUN ===
current generation: 24
generation: 24
nodes: 29
depth: 7
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 494.4295
standardized fitness: 494.4295
adjusted fitness: 0.0020
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x) x))
(- (sin (sin (+ x
(exp (cos -0.14114)))))
(* (* x x)
(/ x x))))
=== BEST-OF-RUN ===
current generation: 25
generation: 25
nodes: 37
depth: 7
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 138.2381
standardized fitness: 138.2381
adjusted fitness: 0.0072
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x) x))
(- (sin (+ (- 0.89140
(log -0.48900))
(exp (- (cos -0.14114)
(- -0.73038 x)))))
(+ x
(* (* x x)
(/ x x)))))
=== BEST-OF-RUN ===
current generation: 26
generation: 26
nodes: 27
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 6.4967
standardized fitness: 6.4967
adjusted fitness: 0.1334
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x) x))
(- (+ 0.22247 -0.18999)
(+ x
(* (* x x)
(/ x x)))))
=== BEST-OF-RUN ===
current generation: 27
generation: 27
nodes: 27
depth: 5
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 1.8510
standardized fitness: 1.8510
adjusted fitness: 0.3508
TREE:
(- (* (* (* x x)
(/ x x))
(+ (* x x) x))
(- (+ 0.99455 -0.46084)
(+ (log (log -0.18460))
(+ (* x x) x))))

202
PartA/crossover_100_mutation_100_elitism_0/run_2/regress.prg Normal file
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@ -0,0 +1,202 @@
not starting from checkpoint file.
200 fitness cases:
x = -1.54609, y = 2.86250
x = 3.94630, y = 323.50480
x = -2.62824, y = 33.83991
x = -1.98434, y = 9.64454
x = 4.75087, y = 643.99340
x = 2.94345, y = 112.17182
x = 4.16744, y = 395.54665
x = -3.40278, y = 102.84735
x = -4.06134, y = 217.51185
x = 0.07937, y = 0.08621
x = -2.46906, y = 25.73957
x = -1.66441, y = 4.16937
x = 0.53111, y = 1.04257
x = 3.49079, y = 206.70389
x = 2.07239, y = 33.71316
x = -0.31827, y = -0.23895
x = 0.93679, y = 3.40658
x = -0.15440, y = -0.13367
x = 2.42015, y = 56.75800
x = 4.24704, y = 424.23383
x = 4.41026, y = 487.96015
x = -4.10334, y = 227.14250
x = -3.78555, y = 161.65720
x = 4.03703, y = 351.74168
x = -2.70979, y = 38.65431
x = 2.24612, y = 44.07529
x = 4.97680, y = 766.49215
x = -0.05568, y = -0.05274
x = -2.10661, y = 12.67662
x = 3.87629, y = 302.91641
x = 2.34058, y = 50.65297
x = 4.83540, y = 687.94948
x = -3.33608, y = 94.52913
x = 4.89911, y = 722.54889
x = -3.35546, y = 96.89187
x = 0.30302, y = 0.43110
x = -1.31851, y = 1.15005
x = 1.93353, y = 26.87722
x = 3.05825, y = 128.49198
x = 3.24513, y = 158.84976
x = 2.05109, y = 32.58569
x = -1.15282, y = 0.41029
x = -2.73940, y = 40.52205
x = 1.81588, y = 21.97396
x = -0.91233, y = -0.14656
x = -2.60252, y = 32.41846
x = 2.39142, y = 54.49251
x = -2.63654, y = 34.30859
x = 4.47840, y = 516.59764
x = -0.84897, y = -0.22064
x = 4.09675, y = 371.31787
x = -2.52398, y = 28.35045
x = -0.44927, y = -0.29737
x = -2.34315, y = 20.42660
x = -3.14345, y = 73.31618
x = -1.38149, y = 1.53285
x = 2.28239, y = 46.51793
x = -2.52735, y = 28.51693
x = -3.62888, y = 135.16898
x = -0.55215, y = -0.32267
x = -0.73804, y = -0.29865
x = -2.76608, y = 42.26240
x = -1.46104, y = 2.11148
x = -2.30647, y = 19.04386
x = 3.02827, y = 124.06637
x = 3.68375, y = 251.38883
x = -3.92502, y = 188.35007
x = 3.71523, y = 259.32022
x = -0.59688, y = -0.32634
x = -0.32509, y = -0.24259
x = 2.29030, y = 47.06469
x = -1.42667, y = 1.84770
x = 0.36721, y = 0.56974
x = -1.73088, y = 5.05520
x = -4.84971, y = 457.78318
x = 1.93424, y = 26.90928
x = 1.34593, y = 8.87730
x = 3.55760, y = 221.42839
x = 2.18048, y = 39.90744
x = 3.67170, y = 248.40005
x = 4.96373, y = 758.96315
x = 2.50415, y = 63.80029
x = -1.42680, y = 1.84864
x = 3.44554, y = 197.15980
x = -0.38566, y = -0.27217
x = 0.10666, y = 0.11938
x = 1.29644, y = 7.98114
x = 3.97039, y = 330.82812
x = -3.12916, y = 71.89913
x = -2.03922, y = 10.93161
x = -0.77196, y = -0.28094
x = -0.03374, y = -0.03264
x = -2.46959, y = 25.76407
x = -1.61666, y = 3.60247
x = -4.04517, y = 213.88636
x = -1.52224, y = 2.63706
x = 3.47998, y = 204.39170
x = 3.99149, y = 337.34394
x = 1.66559, y = 16.75664
x = 2.15343, y = 38.28095
x = 1.05155, y = 4.54275
x = 3.83382, y = 290.91936
x = 0.18297, y = 0.22370
x = -4.19330, y = 248.84600
x = -0.81270, y = -0.25276
x = -3.40740, y = 103.44272
x = 3.90282, y = 310.59654
x = 1.10519, y = 5.16850
x = 3.04251, y = 126.15293
x = 1.74989, y = 19.54692
x = 2.32207, y = 49.30861
x = 3.31199, y = 170.93702
x = -4.39819, y = 304.06080
x = 3.41033, y = 189.96968
x = -4.78019, y = 430.97291
x = 4.29570, y = 442.53170
x = 4.70351, y = 620.31020
x = -4.84438, y = 455.68388
x = -3.26131, y = 85.81405
x = -0.44949, y = -0.29744
x = -4.79622, y = 437.04914
x = -2.91650, y = 53.13376
x = -2.95036, y = 55.84313
x = 2.24969, y = 44.31163
x = 3.62336, y = 236.68695
x = 3.45648, y = 199.43606
x = 3.39035, y = 185.97882
x = -0.43949, y = -0.29392
x = 4.08181, y = 366.34673
x = 3.55769, y = 221.44829
x = 3.03142, y = 124.52523
x = -4.75926, y = 423.13909
x = -4.48491, y = 330.00765
x = -4.56941, y = 356.85593
x = -3.65037, y = 138.59438
x = -3.34826, y = 96.00917
x = 1.90234, y = 25.50207
x = 0.16287, y = 0.19442
x = 3.22573, y = 155.46597
x = 0.31864, y = 0.46283
x = 0.40315, y = 0.65762
x = 1.14082, y = 5.62087
x = 2.23170, y = 43.13223
x = 2.32033, y = 49.18347
x = -2.24299, y = 16.81463
x = -2.85546, y = 48.49758
x = -2.08338, y = 12.05391
x = 0.28071, y = 0.38784
x = -0.24002, y = -0.19292
x = -2.50165, y = 27.26637
x = 0.08741, y = 0.09578
x = -1.08053, y = 0.18861
x = 4.90968, y = 728.40847
x = 3.10790, y = 136.08401
x = 4.12201, y = 379.84319
x = 0.81081, y = 2.43344
x = 3.31873, y = 172.19297
x = -0.24762, y = -0.19773
x = 4.45707, y = 507.50136
x = -2.46444, y = 25.52812
x = -0.30974, y = -0.23431
x = -1.26005, y = 0.84793
x = 2.87947, y = 103.79144
x = -2.27613, y = 17.95286
x = -3.65326, y = 139.05931
x = -3.81875, y = 167.73521
x = -3.91970, y = 187.27687
x = -1.71852, y = 4.88154
x = 0.65333, y = 1.54121
x = 3.07527, y = 131.05651
x = 1.37908, y = 9.52080
x = -0.57720, y = -0.32534
x = 0.39564, y = 0.63861
x = 4.24034, y = 421.76381
x = 4.46310, y = 510.06100
x = 1.28431, y = 7.77283
x = -2.82618, y = 46.38444
x = -1.05827, y = 0.13072
x = 3.12768, y = 139.20138
x = -2.18745, y = 15.02615
x = -4.86225, y = 462.74860
x = -1.36203, y = 1.40784
x = 0.10344, y = 0.11536
x = 1.54625, y = 13.35040
x = -1.13257, y = 0.34274
x = -0.70853, y = -0.31019
x = -2.63873, y = 34.43266
x = 2.79122, y = 93.02653
x = 4.08385, y = 367.02214
x = -4.83162, y = 450.69059
x = -4.42856, y = 312.96562
x = -1.37914, y = 1.51741
x = 4.50954, y = 530.10305
x = -4.84954, y = 457.71692
x = 3.93956, y = 321.47672
x = -4.01965, y = 208.25747
x = -4.25482, y = 264.55804
x = 2.99135, y = 118.77690
x = 2.85723, y = 100.99377
x = 1.47270, y = 11.53947

29
PartA/crossover_100_mutation_100_elitism_0/run_2/regress.stt Normal file
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@ -0,0 +1,29 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.0000 0.0001 0.0000 13.080 3.682 7 2 14 5 0.0000 0.0001 0.0000 13.080 3.682 7 2 14 5
1 0 0.0000 0.0001 0.0000 13.303 4.164 7 2 5 3 0.0000 0.0001 0.0000 13.191 3.923 7 2 14 5
2 0 0.0000 0.0001 0.0000 14.172 4.521 30 6 19 9 0.0000 0.0001 0.0000 13.518 4.123 7 2 14 5
3 0 0.0000 0.0001 0.0000 14.503 4.748 5 3 13 7 0.0000 0.0001 0.0000 13.764 4.279 7 2 14 5
4 0 0.0000 0.0001 0.0000 15.359 5.024 31 8 10 7 0.0000 0.0001 0.0000 14.083 4.428 7 2 14 5
5 0 0.0000 0.0001 0.0000 16.261 5.330 31 8 17 6 0.0000 0.0001 0.0000 14.446 4.578 7 2 14 5
6 0 0.0000 0.0001 0.0000 17.187 5.545 30 8 13 4 0.0000 0.0001 0.0000 14.838 4.716 7 2 14 5
7 0 0.0000 0.0001 0.0000 18.364 5.765 24 6 21 8 0.0000 0.0001 0.0000 15.279 4.848 7 2 14 5
8 0 0.0000 0.0001 0.0000 20.439 6.112 96 16 55 11 0.0000 0.0001 0.0000 15.852 4.988 7 2 14 5
9 0 0.0000 0.0001 0.0000 22.893 6.561 9 4 17 8 0.0000 0.0001 0.0000 16.556 5.145 9 4 14 5
10 0 0.0000 0.0001 0.0000 26.462 7.181 22 5 78 10 0.0000 0.0001 0.0000 17.457 5.330 9 4 14 5
11 0 0.0001 0.0001 0.0000 30.475 7.889 25 7 39 8 0.0000 0.0001 0.0000 18.542 5.544 25 7 14 5
12 0 0.0001 0.0001 0.0000 35.130 8.607 21 5 26 7 0.0000 0.0001 0.0000 19.818 5.779 21 5 14 5
13 0 0.0001 0.0002 0.0000 39.902 9.254 16 5 11 7 0.0000 0.0002 0.0000 21.252 6.027 16 5 14 5
14 0 0.0001 0.0003 0.0000 44.135 9.869 36 9 36 9 0.0000 0.0003 0.0000 22.778 6.284 36 9 14 5
15 0 0.0001 0.0003 0.0000 47.562 10.333 37 9 43 11 0.0000 0.0003 0.0000 24.327 6.537 37 9 14 5
16 0 0.0001 0.0003 0.0000 49.672 10.552 37 9 56 11 0.0000 0.0003 0.0000 25.818 6.773 37 9 14 5
17 0 0.0001 0.0003 0.0000 51.653 10.728 43 10 29 7 0.0000 0.0003 0.0000 27.253 6.993 37 9 14 5
18 0 0.0001 0.0003 0.0000 53.285 10.945 47 11 66 11 0.0000 0.0003 0.0000 28.623 7.201 47 11 14 5
19 0 0.0001 0.0009 0.0000 53.952 11.002 25 5 30 9 0.0001 0.0009 0.0000 29.890 7.391 25 5 14 5
20 0 0.0001 0.0006 0.0000 55.265 11.134 28 7 77 12 0.0001 0.0009 0.0000 31.098 7.569 25 5 14 5
21 0 0.0001 0.0006 0.0000 57.241 11.330 63 14 35 12 0.0001 0.0009 0.0000 32.286 7.740 25 5 14 5
22 0 0.0001 0.0007 0.0000 57.375 11.322 36 10 38 10 0.0001 0.0009 0.0000 33.377 7.896 25 5 14 5
23 0 0.0001 0.0019 0.0000 57.937 11.358 26 5 54 11 0.0001 0.0019 0.0000 34.400 8.040 26 5 14 5
24 0 0.0001 0.0020 0.0000 55.249 11.040 29 7 98 16 0.0001 0.0020 0.0000 35.234 8.160 29 7 14 5
25 0 0.0002 0.0072 0.0000 51.490 10.590 37 7 63 14 0.0001 0.0072 0.0000 35.860 8.253 37 7 14 5
26 0 0.0004 0.1334 0.0000 47.097 9.869 27 5 66 10 0.0001 0.1334 0.0000 36.276 8.313 27 5 14 5
27 0 0.0012 0.3508 0.0000 43.692 9.093 27 5 104 13 0.0001 0.3508 0.0000 36.541 8.341 27 5 14 5

134
PartA/crossover_100_mutation_100_elitism_0/run_2/regress.sys Normal file
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 157.
creating initial population(s):
5650 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 25.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 26.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 27.
evaluation complete. (0s wall)
user termination criterion met.
SYSTEM STATISTICS
------- memory -------
allocated: 109609882
freed: 109068478
not freed: 541404
max allocated: 7240000
malloc'ed blocks: 413835
realloc'ed blocks: 11
free'ed blocks: 413754
------- time -------
overall: 3s wall
evaluation: 2s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 300
space 1 size: 100
------- ephemeral random constants -------
used: 83683
freed: 83683
allocated: 16000
blocks: 31

30
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.bst Normal file
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=== BEST-OF-RUN ===
generation: 50
nodes: 43
depth: 11
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1801.6112
standardized fitness: 1801.6112
adjusted fitness: 0.0006
TREE:
(- (* (log (+ (exp x)
(* x
(+ 0.90503 x))))
(* (- (cos (- x
(* (exp (/ x x))
(+ 0.20909
(log x)))))
(- (/ x -0.24597)
(- x
(+ (exp (* x
(cos (log x))))
(sin x))))) x))
(sin -0.24597))
TREE-equ:
y = ((log((exp(x) + (x * (0.90503 + x)))) * ((cos((x - (exp((x / x)) * (0.20909 + log(x))))) - ((x / -0.24597) - (x - (exp((x * cos(log(x)))) + sin(x))))) * x)) - sin(-0.24597))

2
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.fn Normal file
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@ -0,0 +1,2 @@
y = ((log((exp(x) + (x * (0.90503 + x)))) * ((cos((x - (exp((x / x)) * (0.20909 + log(x))))) - ((x / -0.24597) - (x - (exp((x * cos(log(x)))) + sin(x))))) * x)) - sin(-0.24597))

0
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.gen Normal file
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1395
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.prg Normal file
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@ -0,0 +1,202 @@
not starting from checkpoint file.
200 fitness cases:
x = 4.72623, y = 631.58870
x = 4.79942, y = 668.97293
x = 2.01344, y = 30.66428
x = -2.19450, y = 15.24534
x = -1.84481, y = 6.86259
x = -3.90183, y = 183.69912
x = -2.97408, y = 57.80126
x = 1.34426, y = 8.84572
x = -0.35142, y = -0.25607
x = 2.37201, y = 53.00090
x = -2.13314, y = 13.41588
x = 0.29471, y = 0.41470
x = 1.13631, y = 5.56190
x = -4.52265, y = 341.80349
x = 3.61775, y = 235.35486
x = -4.09915, y = 226.16851
x = -2.98697, y = 58.88746
x = 1.70600, y = 18.05234
x = 3.80623, y = 283.31923
x = 2.38607, y = 54.07848
x = -1.69526, y = 4.56595
x = -0.87966, y = -0.18777
x = -3.53435, y = 120.84889
x = 0.60407, y = 1.32256
x = 3.37389, y = 182.73839
x = 2.36924, y = 52.79060
x = 0.95208, y = 3.54319
x = -1.02800, y = 0.05921
x = 3.81859, y = 286.70513
x = -2.65923, y = 35.61340
x = 1.45754, y = 11.19148
x = 0.62604, y = 1.41694
x = 1.70648, y = 18.06806
x = 1.63063, y = 15.69551
x = 3.66942, y = 247.83786
x = -0.13802, y = -0.12124
x = 3.70781, y = 257.43336
x = 0.09473, y = 0.10463
x = 3.02177, y = 123.12253
x = -3.04279, y = 63.76476
x = -0.62379, y = -0.32599
x = 2.10462, y = 35.47633
x = 0.13332, y = 0.15379
x = -4.32892, y = 284.45957
x = -2.50401, y = 27.37943
x = 0.03524, y = 0.03653
x = 4.51238, y = 531.34809
x = 3.93330, y = 319.60221
x = -2.61536, y = 33.12270
x = -4.99289, y = 516.92070
x = -0.59157, y = -0.32617
x = -0.64990, y = -0.32363
x = 1.42497, y = 10.47204
x = 3.86973, y = 301.03681
x = 1.48079, y = 11.72862
x = -0.89981, y = -0.16315
x = -1.90705, y = 8.02084
x = -4.61719, y = 372.74666
x = -0.86392, y = -0.20530
x = 3.29321, y = 167.47331
x = -2.60964, y = 32.80757
x = 1.93120, y = 26.77245
x = 3.32248, y = 172.89470
x = -2.30863, y = 19.12333
x = -2.00421, y = 10.09707
x = 0.76224, y = 2.12366
x = -4.83862, y = 453.42225
x = 0.46523, y = 0.82921
x = 2.98136, y = 117.37569
x = -1.41749, y = 1.78083
x = -3.61154, y = 132.45072
x = -1.92027, y = 8.28350
x = -0.67863, y = -0.31853
x = 3.79912, y = 281.38548
x = -2.02235, y = 10.52369
x = 3.95464, y = 326.02501
x = 2.69537, y = 82.32292
x = -2.40408, y = 22.88468
x = 4.12328, y = 380.27632
x = -0.72630, y = -0.30365
x = -0.72371, y = -0.30468
x = 0.56927, y = 1.18284
x = 4.83592, y = 688.22671
x = -4.47462, y = 326.84583
x = 4.95042, y = 751.34991
x = 4.52634, y = 537.49669
x = 2.30356, y = 47.99129
x = -0.98489, y = -0.02932
x = -1.36516, y = 1.42754
x = -2.09282, y = 12.30412
x = -0.29940, y = -0.22856
x = -1.75742, y = 5.44227
x = 2.11336, y = 35.96656
x = -0.56074, y = -0.32376
x = -4.43125, y = 313.76438
x = -3.70352, y = 147.34448
x = -2.21674, y = 15.95111
x = 1.33421, y = 8.65817
x = 2.69343, y = 82.11659
x = -1.45865, y = 2.09243
x = 2.33987, y = 50.60109
x = 1.91646, y = 26.11782
x = 4.81001, y = 674.51774
x = 3.11094, y = 136.55860
x = 0.73082, y = 1.94051
x = 3.83916, y = 292.40651
x = -0.48582, y = -0.30876
x = 0.89959, y = 3.09177
x = 3.91931, y = 315.44453
x = 1.95445, y = 27.83152
x = 1.79663, y = 21.24309
x = 4.07783, y = 365.03010
x = 1.74797, y = 19.47951
x = -3.77111, y = 159.06419
x = -1.40739, y = 1.70901
x = 4.14778, y = 388.69058
x = 4.81783, y = 678.63191
x = -1.11678, y = 0.29308
x = -2.87739, y = 50.12664
x = -3.30069, y = 90.32563
x = -2.02102, y = 10.49199
x = -1.17283, y = 0.48150
x = 2.77180, y = 90.77641
x = -0.55999, y = -0.32367
x = 1.24264, y = 7.09010
x = -0.52800, y = -0.31869
x = -1.73029, y = 5.04669
x = 1.21043, y = 6.59564
x = -1.93171, y = 8.51565
x = -0.86151, y = -0.20786
x = -0.55954, y = -0.32362
x = -3.20422, y = 79.57682
x = -1.32339, y = 1.17750
x = -2.83117, y = 46.73945
x = 2.47707, y = 61.46066
x = 0.19846, y = 0.24721
x = 3.82130, y = 287.45196
x = 3.60703, y = 232.82450
x = 1.93276, y = 26.84291
x = -4.19736, y = 249.86056
x = 4.70851, y = 622.77791
x = -1.57966, y = 3.20054
x = -3.10750, y = 69.79058
x = -3.06447, y = 65.73858
x = 4.92821, y = 738.77716
x = -4.12658, y = 232.60658
x = 0.47078, y = 0.84588
x = -2.32665, y = 19.79550
x = 3.19662, y = 150.49422
x = 1.09675, y = 5.06572
x = 3.02677, y = 123.84745
x = 1.57283, y = 14.05711
x = -1.73409, y = 5.10084
x = -1.44506, y = 1.98611
x = 4.10089, y = 372.70596
x = 0.54409, y = 1.08883
x = -1.76015, y = 5.48318
x = 2.64118, y = 76.70387
x = -4.36613, y = 294.86647
x = -4.46764, y = 324.71162
x = -4.98214, y = 512.29289
x = 0.90715, y = 3.15380
x = 3.96683, y = 329.73587
x = 3.11667, y = 137.45929
x = 2.24594, y = 44.06375
x = -1.62371, y = 3.68269
x = 2.18534, y = 40.20471
x = -0.18756, y = -0.15774
x = -3.69931, y = 146.63793
x = -2.28081, y = 18.11808
x = -1.32300, y = 1.17531
x = 2.14448, y = 37.75409
x = 0.68660, y = 1.70394
x = 1.02587, y = 4.26543
x = -1.32746, y = 1.20068
x = 1.40615, y = 10.07324
x = -4.43874, y = 315.99485
x = -0.78315, y = -0.27399
x = 0.33912, y = 0.50635
x = -4.30145, y = 276.95369
x = -3.76785, y = 158.48430
x = 0.62853, y = 1.42795
x = 0.57656, y = 1.21114
x = -2.46407, y = 25.51145
x = -0.87937, y = -0.18811
x = 3.53331, y = 215.98521
x = -2.17105, y = 14.52582
x = 0.55994, y = 1.14734
x = -0.07711, y = -0.07159
x = -0.89922, y = -0.16390
x = 3.01312, y = 121.87437
x = -0.99114, y = -0.01741
x = 2.30634, y = 48.18751
x = -0.78643, y = -0.27184
x = 2.12564, y = 36.66381
x = -2.43597, y = 24.25477
x = 2.73374, y = 86.48795
x = 0.86663, y = 2.83265
x = 3.26299, y = 162.01230
x = -1.47794, y = 2.24930

52
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.stt Normal file
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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 0.0000 0.0001 0.0000 13.137 3.675 12 4 9 5 0.0000 0.0001 0.0000 13.137 3.675 12 4 9 5
1 0 0.0000 0.0001 0.0000 13.016 4.133 7 3 21 7 0.0000 0.0001 0.0000 13.076 3.904 7 3 9 5
2 0 0.0000 0.0001 0.0000 13.694 4.478 7 3 9 7 0.0000 0.0001 0.0000 13.282 4.095 7 3 9 5
3 0 0.0000 0.0001 0.0000 14.670 4.832 5 3 15 5 0.0000 0.0001 0.0000 13.629 4.279 7 3 15 5
4 0 0.0000 0.0001 0.0000 15.335 5.032 19 6 9 4 0.0000 0.0001 0.0000 13.970 4.430 7 3 15 5
5 0 0.0000 0.0001 0.0000 16.129 5.265 24 6 18 6 0.0000 0.0001 0.0000 14.330 4.569 7 3 15 5
6 0 0.0000 0.0002 0.0000 16.649 5.440 31 9 8 6 0.0000 0.0002 0.0000 14.661 4.694 31 9 15 5
7 0 0.0000 0.0002 0.0000 17.373 5.660 25 5 19 6 0.0000 0.0002 0.0000 15.000 4.814 31 9 15 5
8 0 0.0000 0.0002 0.0000 18.070 5.820 24 5 38 8 0.0000 0.0002 0.0000 15.341 4.926 31 9 15 5
9 0 0.0000 0.0002 0.0000 18.579 5.923 31 5 10 5 0.0000 0.0002 0.0000 15.665 5.026 31 5 15 5
10 0 0.0000 0.0002 0.0000 19.760 6.145 27 5 18 5 0.0000 0.0002 0.0000 16.037 5.127 27 5 15 5
11 0 0.0000 0.0003 0.0000 21.518 6.440 51 10 11 6 0.0000 0.0003 0.0000 16.494 5.237 51 10 15 5
12 0 0.0001 0.0003 0.0000 23.567 6.754 46 10 15 8 0.0000 0.0003 0.0000 17.038 5.354 46 10 15 5
13 0 0.0001 0.0003 0.0000 26.563 7.213 38 10 38 8 0.0000 0.0003 0.0000 17.719 5.486 38 10 15 5
14 0 0.0001 0.0003 0.0000 30.418 7.733 38 10 23 8 0.0000 0.0003 0.0000 18.565 5.636 38 10 15 5
15 0 0.0001 0.0004 0.0000 35.635 8.483 44 9 82 16 0.0000 0.0004 0.0000 19.632 5.814 44 9 15 5
16 0 0.0001 0.0004 0.0000 41.039 9.161 44 9 27 16 0.0000 0.0004 0.0000 20.891 6.011 44 9 15 5
17 0 0.0001 0.0004 0.0000 46.748 9.917 42 9 31 7 0.0001 0.0004 0.0000 22.328 6.228 42 9 15 5
18 0 0.0001 0.0004 0.0000 52.201 10.658 47 10 7 5 0.0001 0.0004 0.0000 23.900 6.461 47 10 15 5
19 0 0.0001 0.0004 0.0000 55.654 11.163 40 10 17 7 0.0001 0.0004 0.0000 25.488 6.696 40 10 15 5
20 0 0.0002 0.0004 0.0000 58.800 11.518 72 14 39 9 0.0001 0.0004 0.0000 27.074 6.926 72 14 15 5
21 0 0.0002 0.0005 0.0000 61.815 11.816 68 13 102 15 0.0001 0.0005 0.0000 28.653 7.148 68 13 15 5
22 0 0.0002 0.0005 0.0000 63.131 11.915 68 13 48 15 0.0001 0.0005 0.0000 30.152 7.355 68 13 15 5
23 0 0.0002 0.0004 0.0000 65.236 12.125 45 9 35 9 0.0001 0.0005 0.0000 31.614 7.554 68 13 15 5
24 0 0.0002 0.0005 0.0000 66.530 12.263 52 7 64 13 0.0001 0.0005 0.0000 33.011 7.742 52 7 15 5
25 0 0.0002 0.0005 0.0000 68.904 12.491 48 7 9 4 0.0001 0.0005 0.0000 34.391 7.925 52 7 15 5
26 0 0.0002 0.0005 0.0000 70.821 12.662 54 10 77 13 0.0001 0.0005 0.0000 35.740 8.100 54 10 15 5
27 0 0.0002 0.0005 0.0000 72.363 12.701 44 7 47 11 0.0001 0.0005 0.0000 37.048 8.265 54 10 15 5
28 0 0.0002 0.0004 0.0000 74.500 12.925 88 17 98 12 0.0001 0.0005 0.0000 38.340 8.426 54 10 15 5
29 0 0.0002 0.0004 0.0000 76.678 13.060 97 16 82 14 0.0001 0.0005 0.0000 39.618 8.580 54 10 15 5
30 0 0.0002 0.0004 0.0000 79.065 13.214 53 11 87 10 0.0001 0.0005 0.0000 40.890 8.729 54 10 15 5
31 0 0.0002 0.0005 0.0000 80.478 13.265 52 11 38 9 0.0001 0.0005 0.0000 42.127 8.871 52 11 15 5
32 0 0.0002 0.0005 0.0000 83.080 13.402 37 9 108 17 0.0001 0.0005 0.0000 43.368 9.009 52 11 15 5
33 0 0.0002 0.0005 0.0000 84.521 13.422 56 10 64 13 0.0001 0.0005 0.0000 44.579 9.138 52 11 15 5
34 0 0.0002 0.0004 0.0000 86.355 13.529 179 17 89 15 0.0001 0.0005 0.0000 45.772 9.264 52 11 15 5
35 0 0.0002 0.0004 0.0000 88.634 13.628 179 17 78 16 0.0001 0.0005 0.0000 46.963 9.385 52 11 15 5
36 0 0.0002 0.0004 0.0000 90.495 13.751 89 14 172 17 0.0001 0.0005 0.0000 48.140 9.503 52 11 15 5
37 0 0.0002 0.0005 0.0000 92.315 13.811 107 15 95 16 0.0001 0.0005 0.0000 49.302 9.616 52 11 15 5
38 0 0.0002 0.0005 0.0000 94.306 13.878 116 15 134 17 0.0001 0.0005 0.0000 50.456 9.726 52 11 15 5
39 0 0.0002 0.0005 0.0000 96.138 14.045 116 15 152 14 0.0001 0.0005 0.0000 51.598 9.834 52 11 15 5
40 0 0.0002 0.0005 0.0000 97.675 14.029 116 15 204 17 0.0001 0.0005 0.0000 52.722 9.936 52 11 15 5
41 0 0.0002 0.0005 0.0000 100.830 14.185 58 12 148 17 0.0001 0.0005 0.0000 53.867 10.037 52 11 15 5
42 0 0.0002 0.0005 0.0000 102.236 14.224 69 12 76 11 0.0001 0.0005 0.0000 54.992 10.134 52 11 15 5
43 0 0.0002 0.0005 0.0000 103.262 14.208 56 12 180 17 0.0001 0.0005 0.0000 56.089 10.227 52 11 15 5
44 0 0.0002 0.0005 0.0000 105.853 14.259 54 11 151 17 0.0001 0.0005 0.0000 57.195 10.317 54 11 15 5
45 0 0.0002 0.0005 0.0000 107.362 14.264 92 16 94 17 0.0001 0.0005 0.0000 58.286 10.402 54 11 15 5
46 0 0.0002 0.0005 0.0000 108.630 14.232 42 9 118 17 0.0001 0.0005 0.0000 59.357 10.484 54 11 15 5
47 0 0.0002 0.0005 0.0000 110.208 14.309 58 10 57 11 0.0001 0.0005 0.0000 60.416 10.564 54 11 15 5
48 0 0.0002 0.0005 0.0000 111.605 14.311 111 17 93 17 0.0001 0.0005 0.0000 61.461 10.640 54 11 15 5
49 0 0.0002 0.0005 0.0000 113.529 14.360 35 9 152 15 0.0001 0.0005 0.0000 62.502 10.714 54 11 15 5
50 0 0.0002 0.0006 0.0000 117.713 14.541 43 11 162 16 0.0001 0.0006 0.0000 63.585 10.790 43 11 15 5

202
PartA/crossover_100_mutation_100_elitism_0/run_3/regress.sys Normal file
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 397.
creating initial population(s):
5616 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (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. (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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (1s 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)
SYSTEM STATISTICS
------- memory -------
allocated: 318282673
freed: 317280073
not freed: 1002600
max allocated: 13017900
malloc'ed blocks: 748259
realloc'ed blocks: 13
free'ed blocks: 748109
------- time -------
overall: 7s wall
evaluation: 6s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 500
space 1 size: 100
------- ephemeral random constants -------
used: 145026
freed: 145026
allocated: 16000
blocks: 31

28
PartA/crossover_100_mutation_100_elitism_0/run_4/regress.bst Normal file
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=== BEST-OF-RUN ===
generation: 50
nodes: 40
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 2091.7796
standardized fitness: 2091.7796
adjusted fitness: 0.0005
TREE:
(+ (+ (log (* x
(sin x)))
(* (* (- x -0.55523) x)
(+ (log x)
(* x x))))
(+ (/ -0.04293
(+ x x))
(- (* (cos (cos (* (sin 0.53990)
(sin (* x x)))))
(exp x))
(log x))))
TREE-equ:
y = ((log((x * sin(x))) + (((x - -0.55523) * x) * (log(x) + (x * x)))) + ((-0.04293 / (x + x)) + ((cos(cos((sin(0.53990) * sin((x * x))))) * exp(x)) - log(x))))

2
PartA/crossover_100_mutation_100_elitism_0/run_4/regress.fn Normal file
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@ -0,0 +1,2 @@
y = ((log((x * sin(x))) + (((x - -0.55523) * x) * (log(x) + (x * x)))) + ((-0.04293 / (x + x)) + ((cos(cos((sin(0.53990) * sin((x * x))))) * exp(x)) - log(x))))

0
PartA/crossover_100_mutation_100_elitism_0/run_4/regress.gen Normal file
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952
PartA/crossover_100_mutation_100_elitism_0/run_4/regress.his Normal file
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@ -0,0 +1,952 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 36
depth: 6
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 11041.6825
standardized fitness: 11041.6825
adjusted fitness: 0.0001
TREE:
(+ (/ x
(* (cos (+ (- -0.28897 -0.32997) -0.16609))
(/ (- (* 0.88772 0.22622)
(/ 0.04185 -0.50541))
(+ (- 0.81382 x)
(/ x 0.22413)))))
(/ x
(* (* x
(- (* x -0.56526) -0.27569)) 0.72057)))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 36
depth: 6
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 11041.6825
standardized fitness: 11041.6825
adjusted fitness: 0.0001
TREE:
(+ (/ x
(* (cos (+ (- -0.28897 -0.32997) -0.16609))
(/ (- (* 0.88772 0.22622)
(/ 0.04185 -0.50541))
(+ (- 0.81382 x)
(/ x 0.22413)))))
(/ x
(* (* x
(- (* x -0.56526) -0.27569)) 0.72057)))
=== BEST-OF-RUN ===
current generation: 2
generation: 2
nodes: 4
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 9860.6431
standardized fitness: 9860.6431
adjusted fitness: 0.0001
TREE:
(/ (exp x) 0.17848)
=== BEST-OF-RUN ===
current generation: 3
generation: 2
nodes: 4
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 9860.6431
standardized fitness: 9860.6431
adjusted fitness: 0.0001
TREE:
(/ (exp x) 0.17848)
=== BEST-OF-RUN ===
current generation: 4
generation: 2
nodes: 4
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 9860.6431
standardized fitness: 9860.6431
adjusted fitness: 0.0001
TREE:
(/ (exp x) 0.17848)
=== BEST-OF-RUN ===
current generation: 5
generation: 5
nodes: 6
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 9835.9854
standardized fitness: 9835.9854
adjusted fitness: 0.0001
TREE:
(exp (+ x
(exp (cos -0.93571))))
=== BEST-OF-RUN ===
current generation: 6
generation: 5
nodes: 6
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 9835.9854
standardized fitness: 9835.9854
adjusted fitness: 0.0001
TREE:
(exp (+ x
(exp (cos -0.93571))))
=== BEST-OF-RUN ===
current generation: 7
generation: 7
nodes: 16
depth: 5
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6337.7039
standardized fitness: 6337.7039
adjusted fitness: 0.0002
TREE:
(/ x
(/ 0.76555
(* (exp (+ -0.52335 -0.74560))
(/ (* x x)
(/ 0.34243 x)))))
=== BEST-OF-RUN ===
current generation: 8
generation: 7
nodes: 16
depth: 5
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6337.7039
standardized fitness: 6337.7039
adjusted fitness: 0.0002
TREE:
(/ x
(/ 0.76555
(* (exp (+ -0.52335 -0.74560))
(/ (* x x)
(/ 0.34243 x)))))
=== BEST-OF-RUN ===
current generation: 9
generation: 7
nodes: 16
depth: 5
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6337.7039
standardized fitness: 6337.7039
adjusted fitness: 0.0002
TREE:
(/ x
(/ 0.76555
(* (exp (+ -0.52335 -0.74560))
(/ (* x x)
(/ 0.34243 x)))))
=== BEST-OF-RUN ===
current generation: 10
generation: 7
nodes: 16
depth: 5
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6337.7039
standardized fitness: 6337.7039
adjusted fitness: 0.0002
TREE:
(/ x
(/ 0.76555
(* (exp (+ -0.52335 -0.74560))
(/ (* x x)
(/ 0.34243 x)))))
=== BEST-OF-RUN ===
current generation: 11
generation: 11
nodes: 17
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 5177.7280
standardized fitness: 5177.7280
adjusted fitness: 0.0002
TREE:
(+ (exp (/ (exp (log x))
(cos (exp -0.31562))))
(* (exp x)
(cos (exp (- -0.74829 x)))))
=== BEST-OF-RUN ===
current generation: 12
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 13
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 14
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 15
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 16
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 17
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 18
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 19
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 20
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 21
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 22
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 23
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 24
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 25
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
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=== BEST-OF-RUN ===
current generation: 26
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 27
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 28
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 29
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 30
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 31
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 32
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 33
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 34
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 35
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 36
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 37
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 38
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 39
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 40
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 41
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 42
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 43
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 44
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 45
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 46
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 47
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 48
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 49
generation: 12
nodes: 11
depth: 4
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 2343.2347
standardized fitness: 2343.2347
adjusted fitness: 0.0004
TREE:
(* (* (+ (* x 0.71295)
(* x x)) x) x)
=== BEST-OF-RUN ===
current generation: 50
generation: 50
nodes: 40
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 2091.7796
standardized fitness: 2091.7796
adjusted fitness: 0.0005
TREE:
(+ (+ (log (* x
(sin x)))
(* (* (- x -0.55523) x)
(+ (log x)
(* x x))))
(+ (/ -0.04293
(+ x x))
(- (* (cos (cos (* (sin 0.53990)
(sin (* x x)))))
(exp x))
(log x))))

202
PartA/crossover_100_mutation_100_elitism_0/run_4/regress.prg Normal file
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@ -0,0 +1,202 @@
not starting from checkpoint file.
200 fitness cases:
x = -1.56563, y = 3.05628
x = 3.06040, y = 128.81316
x = 0.54876, y = 1.10582
x = 2.38998, y = 54.38040
x = -0.86557, y = -0.20353
x = -3.65068, y = 138.64330
x = 2.42938, y = 57.50130
x = -4.78545, y = 432.96084
x = 1.79969, y = 21.35808
x = 4.54118, y = 544.09261
x = 3.77903, y = 275.97624
x = -0.17927, y = -0.15186
x = -0.06748, y = -0.06321
x = 0.22084, y = 0.28276
x = 1.61473, y = 15.23057
x = 2.18737, y = 40.33002
x = 4.41723, y = 490.83244
x = -3.55033, y = 123.18494
x = 0.29091, y = 0.40732
x = -4.86203, y = 462.66153
x = 4.16850, y = 395.91563
x = -3.58200, y = 127.91594
x = 0.45641, y = 0.80318
x = 3.14786, y = 142.43864
x = -3.91295, y = 185.91751
x = 4.59496, y = 568.51248
x = -2.69383, y = 37.67445
x = -0.23364, y = -0.18883
x = 3.52580, y = 214.32337
x = -3.95322, y = 194.12699
x = -4.79056, y = 434.89455
x = 4.26686, y = 431.61880
x = -1.83123, y = 6.62670
x = -4.52207, y = 341.62110
x = 4.84159, y = 691.25606
x = 4.36674, y = 470.30656
x = 3.29139, y = 167.14126
x = 1.52224, y = 12.73624
x = 2.48267, y = 61.93930
x = -1.12455, y = 0.31720
x = -1.82221, y = 6.47308
x = -3.58016, y = 127.63860
x = -3.60037, y = 130.72257
x = -2.52646, y = 28.47289
x = 1.88193, y = 24.63198
x = 2.68949, y = 81.69812
x = 3.32099, y = 172.61555
x = -2.00072, y = 10.01657
x = -2.33341, y = 20.05238
x = -4.33345, y = 285.71269
x = 0.25349, y = 0.33817
x = -0.54781, y = -0.32205
x = -1.47168, y = 2.19760
x = 4.10680, y = 374.69252
x = 3.12789, y = 139.23493
x = -0.83249, y = -0.23609
x = -0.10837, y = -0.09776
x = 0.07083, y = 0.07622
x = 2.54838, y = 67.76803
x = -0.23231, y = -0.18797
x = -1.94207, y = 8.73006
x = -4.09286, y = 224.70994
x = -2.26812, y = 17.67283
x = -2.07575, y = 11.85443
x = 1.36339, y = 9.21179
x = 2.35919, y = 52.03350
x = -1.57890, y = 3.19258
x = -2.54102, y = 29.19899
x = 3.33892, y = 175.99646
x = 3.92524, y = 317.20315
x = 3.86638, y = 300.08311
x = 1.41795, y = 10.32186
x = 3.78308, y = 277.06272
x = -0.37563, y = -0.26763
x = -0.11552, y = -0.10354
x = -0.28369, y = -0.21956
x = 2.88968, y = 105.09655
x = 1.34961, y = 8.94689
x = -4.98003, y = 511.38582
x = 1.91955, y = 26.25390
x = -0.29667, y = -0.22702
x = 2.23534, y = 43.36929
x = 2.21798, y = 42.24928
x = -1.24189, y = 0.76371
x = 2.98885, y = 118.42478
x = 4.30230, y = 445.06042
x = 1.53499, y = 13.05947
x = -4.75548, y = 421.73593
x = -0.88546, y = -0.18094
x = -2.51760, y = 28.03736
x = 0.94564, y = 3.48512
x = 0.83241, y = 2.58225
x = 3.18332, y = 148.26396
x = 3.55743, y = 221.38948
x = 0.00907, y = 0.00915
x = 1.75984, y = 19.89880
x = -2.36325, y = 21.21466
x = 1.77527, y = 20.45406
x = 2.58906, y = 71.58106
x = -2.83438, y = 46.96945
x = 4.79981, y = 669.17180
x = -3.02862, y = 62.49881
x = -2.02069, y = 10.48414
x = 0.74704, y = 2.03344
x = 0.96322, y = 3.64545
x = 3.01815, y = 122.59803
x = 2.23421, y = 43.29528
x = 4.77021, y = 653.85693
x = -3.88205, y = 179.79906
x = 3.82559, y = 288.63551
x = 2.63252, y = 75.83361
x = -0.35288, y = -0.25679
x = -4.04371, y = 213.56219
x = 0.06598, y = 0.07064
x = 3.82205, y = 287.65930
x = 2.22551, y = 42.73248
x = -2.27618, y = 17.95476
x = -0.82555, y = -0.24217
x = 2.91518, y = 108.40825
x = 4.60355, y = 572.48712
x = -0.27756, y = -0.21597
x = 1.64584, y = 16.15037
x = -0.13008, y = -0.11508
x = 1.17330, y = 6.06023
x = 4.12544, y = 381.01098
x = 1.89500, y = 25.18631
x = -1.56136, y = 3.01320
x = -1.96395, y = 9.19532
x = 3.66115, y = 245.80654
x = 1.86633, y = 23.98281
x = 2.48210, y = 61.89057
x = 3.11947, y = 137.90090
x = 0.23166, y = 0.30063
x = -3.80561, y = 165.31025
x = 4.28703, y = 439.22890
x = -4.94379, y = 496.02994
x = 1.27906, y = 7.68405
x = -2.84800, y = 47.95298
x = -0.06394, y = -0.06010
x = -4.23666, y = 259.84505
x = 1.57849, y = 14.21128
x = -2.63946, y = 34.47460
x = -2.67066, y = 36.28509
x = -0.48901, y = -0.30963
x = 2.75997, y = 89.42626
x = 4.29980, y = 444.09934
x = -4.03750, y = 212.18305
x = -2.98997, y = 59.14246
x = 4.43199, y = 496.95924
x = 3.11407, y = 137.05017
x = -1.67880, y = 4.35132
x = 4.60071, y = 571.16903
x = 3.11412, y = 137.05756
x = -4.27726, y = 270.47179
x = -0.31649, y = -0.23799
x = -3.31967, y = 92.56173
x = 1.73973, y = 19.19257
x = -3.21508, y = 80.73618
x = 1.46001, y = 11.24768
x = 0.90700, y = 3.15258
x = -3.26091, y = 85.76990
x = 0.08221, y = 0.08957
x = -0.16585, y = -0.14215
x = -4.64539, y = 382.36925
x = -2.75290, y = 41.39579
x = 0.27198, y = 0.37155
x = -2.68222, y = 36.97357
x = 1.44530, y = 10.91665
x = 2.30601, y = 48.16435
x = 4.52226, y = 535.69200
x = 1.26301, y = 7.41766
x = -4.28621, y = 272.85588
x = -0.25754, y = -0.20390
x = 4.80111, y = 669.85383
x = 1.28235, y = 7.73965
x = 0.12173, y = 0.13857
x = 3.53172, y = 215.63340
x = -0.85282, y = -0.21681
x = -3.51022, y = 117.38224
x = 2.44510, y = 58.78472
x = -4.84473, y = 455.82186
x = -3.34628, y = 95.76706
x = 1.57604, y = 14.14430
x = -2.24586, y = 16.91083
x = 0.12724, y = 0.14575
x = -2.60011, y = 32.28757
x = -1.71468, y = 4.82845
x = -0.12295, y = -0.10947
x = 3.94728, y = 323.80032
x = -0.98495, y = -0.02920
x = 2.73844, y = 87.00856
x = 4.83376, y = 687.07678
x = -0.15402, y = -0.13339
x = 0.41380, y = 0.68521
x = -0.49968, y = -0.31242
x = 0.86469, y = 2.81797
x = 2.61808, y = 74.39946
x = -2.47177, y = 25.86416
x = 3.22864, y = 155.97033
x = -2.36176, y = 21.15567

52
PartA/crossover_100_mutation_100_elitism_0/run_4/regress.stt Normal file
View File

@ -0,0 +1,52 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.0000 0.0001 0.0000 13.258 3.709 36 6 8 3 0.0000 0.0001 0.0000 13.258 3.709 36 6 8 3
1 0 0.0000 0.0001 0.0000 13.639 4.174 17 5 11 4 0.0000 0.0001 0.0000 13.449 3.941 36 6 8 3
2 0 0.0000 0.0001 0.0000 14.316 4.522 4 2 9 8 0.0000 0.0001 0.0000 13.738 4.135 4 2 8 3
3 0 0.0000 0.0001 0.0000 15.243 4.859 9 3 6 5 0.0000 0.0001 0.0000 14.114 4.316 4 2 8 3
4 0 0.0000 0.0001 0.0000 15.919 5.115 16 9 17 7 0.0000 0.0001 0.0000 14.475 4.476 4 2 8 3
5 0 0.0000 0.0001 0.0000 16.631 5.326 6 4 13 6 0.0000 0.0001 0.0000 14.834 4.618 6 4 8 3
6 0 0.0000 0.0001 0.0000 17.223 5.533 58 10 11 6 0.0000 0.0001 0.0000 15.176 4.748 6 4 8 3
7 0 0.0000 0.0002 0.0000 17.819 5.765 16 5 25 7 0.0000 0.0002 0.0000 15.506 4.875 16 5 8 3
8 0 0.0000 0.0001 0.0000 18.381 5.904 10 5 42 10 0.0000 0.0002 0.0000 15.825 4.990 16 5 8 3
9 0 0.0000 0.0002 0.0000 18.860 6.046 7 2 36 9 0.0000 0.0002 0.0000 16.129 5.095 16 5 8 3
10 0 0.0000 0.0001 0.0000 19.270 6.221 18 6 10 5 0.0000 0.0002 0.0000 16.414 5.198 16 5 8 3
11 0 0.0000 0.0002 0.0000 20.219 6.405 17 5 10 4 0.0000 0.0002 0.0000 16.731 5.298 17 5 8 3
12 0 0.0000 0.0004 0.0000 21.587 6.677 11 4 25 9 0.0000 0.0004 0.0000 17.105 5.404 11 4 8 3
13 0 0.0000 0.0002 0.0000 23.111 6.993 11 5 22 7 0.0000 0.0004 0.0000 17.534 5.518 11 4 8 3
14 0 0.0001 0.0002 0.0000 26.032 7.512 16 5 20 8 0.0000 0.0004 0.0000 18.101 5.651 11 4 8 3
15 0 0.0001 0.0002 0.0000 28.751 7.987 30 6 41 8 0.0000 0.0004 0.0000 18.766 5.797 11 4 8 3
16 0 0.0001 0.0003 0.0000 32.341 8.565 22 7 31 8 0.0000 0.0004 0.0000 19.565 5.960 11 4 8 3
17 0 0.0001 0.0003 0.0000 35.599 9.084 22 7 63 10 0.0000 0.0004 0.0000 20.456 6.133 11 4 8 3
18 0 0.0001 0.0003 0.0000 38.278 9.520 15 5 47 12 0.0000 0.0004 0.0000 21.394 6.311 11 4 8 3
19 0 0.0001 0.0002 0.0000 40.729 9.845 17 5 49 12 0.0000 0.0004 0.0000 22.360 6.488 11 4 8 3
20 0 0.0001 0.0003 0.0000 42.975 10.147 42 9 72 14 0.0001 0.0004 0.0000 23.342 6.662 11 4 8 3
21 0 0.0001 0.0002 0.0000 44.563 10.323 16 5 55 14 0.0001 0.0004 0.0000 24.307 6.829 11 4 8 3
22 0 0.0001 0.0002 0.0000 45.992 10.487 33 6 17 7 0.0001 0.0004 0.0000 25.249 6.988 11 4 8 3
23 0 0.0001 0.0002 0.0000 47.162 10.553 47 9 36 10 0.0001 0.0004 0.0000 26.162 7.136 11 4 8 3
24 0 0.0001 0.0002 0.0000 49.724 10.913 60 12 58 13 0.0001 0.0004 0.0000 27.105 7.287 11 4 8 3
25 0 0.0001 0.0002 0.0000 51.454 11.122 62 13 29 10 0.0001 0.0004 0.0000 28.041 7.435 11 4 8 3
26 0 0.0001 0.0002 0.0000 51.893 11.115 47 9 52 12 0.0001 0.0004 0.0000 28.925 7.571 11 4 8 3
27 0 0.0001 0.0002 0.0000 53.550 11.330 58 11 80 15 0.0001 0.0004 0.0000 29.804 7.705 11 4 8 3
28 0 0.0001 0.0002 0.0000 54.463 11.401 56 10 48 11 0.0001 0.0004 0.0000 30.655 7.833 11 4 8 3
29 0 0.0001 0.0002 0.0000 55.366 11.476 25 6 35 8 0.0001 0.0004 0.0000 31.478 7.954 11 4 8 3
30 0 0.0001 0.0002 0.0000 57.329 11.629 26 6 27 11 0.0001 0.0004 0.0000 32.312 8.073 11 4 8 3
31 0 0.0001 0.0002 0.0000 58.843 11.738 29 7 114 17 0.0001 0.0004 0.0000 33.141 8.187 11 4 8 3
32 0 0.0001 0.0003 0.0000 60.339 11.841 30 6 55 11 0.0001 0.0004 0.0000 33.965 8.298 11 4 8 3
33 0 0.0001 0.0003 0.0000 62.847 12.132 23 6 47 11 0.0001 0.0004 0.0000 34.815 8.411 11 4 8 3
34 0 0.0001 0.0002 0.0000 64.890 12.246 39 8 104 17 0.0001 0.0004 0.0000 35.674 8.520 11 4 8 3
35 0 0.0001 0.0002 0.0000 66.465 12.333 80 16 106 14 0.0001 0.0004 0.0000 36.529 8.626 11 4 8 3
36 0 0.0001 0.0002 0.0000 68.111 12.453 193 16 38 11 0.0001 0.0004 0.0000 37.383 8.730 11 4 8 3
37 0 0.0001 0.0002 0.0000 70.348 12.590 55 16 77 12 0.0001 0.0004 0.0000 38.251 8.831 11 4 8 3
38 0 0.0001 0.0002 0.0000 73.178 12.728 86 14 20 9 0.0001 0.0004 0.0000 39.146 8.931 11 4 8 3
39 0 0.0001 0.0003 0.0000 74.411 12.815 56 10 13 5 0.0001 0.0004 0.0000 40.028 9.028 11 4 8 3
40 0 0.0001 0.0003 0.0000 77.327 13.068 58 10 17 6 0.0001 0.0004 0.0000 40.937 9.127 11 4 8 3
41 0 0.0001 0.0003 0.0000 78.891 13.190 53 10 109 15 0.0001 0.0004 0.0000 41.841 9.224 11 4 8 3
42 0 0.0001 0.0002 0.0000 81.375 13.364 103 15 104 14 0.0001 0.0004 0.0000 42.761 9.320 11 4 8 3
43 0 0.0001 0.0002 0.0000 82.706 13.437 101 15 43 10 0.0001 0.0004 0.0000 43.668 9.413 11 4 8 3
44 0 0.0001 0.0003 0.0000 83.905 13.476 76 16 22 8 0.0001 0.0004 0.0000 44.562 9.504 11 4 8 3
45 0 0.0002 0.0003 0.0000 85.314 13.572 76 16 71 16 0.0001 0.0004 0.0000 45.448 9.592 11 4 8 3
46 0 0.0002 0.0003 0.0000 85.995 13.526 60 12 125 16 0.0001 0.0004 0.0000 46.311 9.676 11 4 8 3
47 0 0.0002 0.0004 0.0000 86.433 13.526 68 12 78 16 0.0001 0.0004 0.0000 47.147 9.756 11 4 8 3
48 0 0.0002 0.0004 0.0000 87.226 13.596 68 12 92 14 0.0001 0.0004 0.0000 47.965 9.834 11 4 8 3
49 0 0.0002 0.0004 0.0000 87.964 13.521 73 13 100 13 0.0001 0.0004 0.0000 48.765 9.908 11 4 8 3
50 0 0.0002 0.0005 0.0000 90.014 13.627 40 9 186 17 0.0001 0.0005 0.0000 49.574 9.981 40 9 8 3

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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 2299.
creating initial population(s):
5618 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 38.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 39.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 42.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 43.
evaluation complete. (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. (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)
SYSTEM STATISTICS
------- memory -------
allocated: 256107086
freed: 255104486
not freed: 1002600
max allocated: 10558621
malloc'ed blocks: 752173
realloc'ed blocks: 12
free'ed blocks: 752023
------- time -------
overall: 7s wall
evaluation: 6s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 400
space 1 size: 100
------- ephemeral random constants -------
used: 143778
freed: 143778
allocated: 16000
blocks: 31

22
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=== BEST-OF-RUN ===
generation: 21
nodes: 21
depth: 6
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 0.0000
standardized fitness: 0.0000
adjusted fitness: 1.0000
TREE:
(* (+ (* x
(+ (cos (- x x))
(* x x)))
(+ (cos (- x x))
(* x x))) x)
TREE-equ:
y = (((x * (cos((x - x)) + (x * x))) + (cos((x - x)) + (x * x))) * x)

2
PartA/crossover_100_mutation_100_elitism_0/run_5/regress.fn Normal file
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y = (((x * (cos((x - x)) + (x * x))) + (cos((x - x)) + (x * x))) * x)

0
PartA/crossover_100_mutation_100_elitism_0/run_5/regress.gen Normal file
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482
PartA/crossover_100_mutation_100_elitism_0/run_5/regress.his Normal file
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@ -0,0 +1,482 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 35
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7304.0156
standardized fitness: 7304.0156
adjusted fitness: 0.0001
TREE:
(+ (+ (- (/ (- x x)
(- -0.99943 -0.60232))
(cos (exp -0.93729)))
(* (log (cos 0.45273))
(+ (cos -0.02217)
(log x))))
(* (exp (exp (log x)))
(+ (cos (* x x))
(exp (log x)))))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 35
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7304.0156
standardized fitness: 7304.0156
adjusted fitness: 0.0001
TREE:
(+ (+ (- (/ (- x x)
(- -0.99943 -0.60232))
(cos (exp -0.93729)))
(* (log (cos 0.45273))
(+ (cos -0.02217)
(log x))))
(* (exp (exp (log x)))
(+ (cos (* x x))
(exp (log x)))))
=== BEST-OF-RUN ===
current generation: 2
generation: 2
nodes: 19
depth: 6
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6443.1214
standardized fitness: 6443.1214
adjusted fitness: 0.0002
TREE:
(* (cos (log (/ -0.25081 0.34403)))
(* x
(+ (* x
(+ (cos x)
(* x x)))
(sin x))))
=== BEST-OF-RUN ===
current generation: 3
generation: 2
nodes: 19
depth: 6
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6443.1214
standardized fitness: 6443.1214
adjusted fitness: 0.0002
TREE:
(* (cos (log (/ -0.25081 0.34403)))
(* x
(+ (* x
(+ (cos x)
(* x x)))
(sin x))))
=== BEST-OF-RUN ===
current generation: 4
generation: 2
nodes: 19
depth: 6
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6443.1214
standardized fitness: 6443.1214
adjusted fitness: 0.0002
TREE:
(* (cos (log (/ -0.25081 0.34403)))
(* x
(+ (* x
(+ (cos x)
(* x x)))
(sin x))))
=== BEST-OF-RUN ===
current generation: 5
generation: 5
nodes: 23
depth: 7
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6371.1317
standardized fitness: 6371.1317
adjusted fitness: 0.0002
TREE:
(* (cos (log (/ -0.25081 0.34403)))
(* x
(+ (* x
(+ (cos x)
(* x x)))
(- (cos (exp (cos -0.92166))) -0.50629))))
=== BEST-OF-RUN ===
current generation: 6
generation: 5
nodes: 23
depth: 7
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6371.1317
standardized fitness: 6371.1317
adjusted fitness: 0.0002
TREE:
(* (cos (log (/ -0.25081 0.34403)))
(* x
(+ (* x
(+ (cos x)
(* x x)))
(- (cos (exp (cos -0.92166))) -0.50629))))
=== BEST-OF-RUN ===
current generation: 7
generation: 5
nodes: 23
depth: 7
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6371.1317
standardized fitness: 6371.1317
adjusted fitness: 0.0002
TREE:
(* (cos (log (/ -0.25081 0.34403)))
(* x
(+ (* x
(+ (cos x)
(* x x)))
(- (cos (exp (cos -0.92166))) -0.50629))))
=== BEST-OF-RUN ===
current generation: 8
generation: 8
nodes: 39
depth: 10
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 5156.5430
standardized fitness: 5156.5430
adjusted fitness: 0.0002
TREE:
(- (/ (- (exp (log (- x
(* (- (log (cos x)) x)
(/ -0.78559
(log (* 0.14843 x)))))))
(cos 0.36038))
(/ (exp (* (cos x) 0.69575))
(* (* x x)
(log x))))
(+ (/ x -0.52949)
(sin -0.27542)))
=== BEST-OF-RUN ===
current generation: 9
generation: 9
nodes: 23
depth: 7
hits: 3
TOP INDIVIDUAL:
-- #1 --
hits: 3
raw fitness: 1454.8616
standardized fitness: 1454.8616
adjusted fitness: 0.0007
TREE:
(+ (* (cos (log (log x)))
(* x
(+ (* x
(+ (cos -0.06493)
(* x x)))
(* (+ 0.92258 x) x)))) 0.01834)
=== BEST-OF-RUN ===
current generation: 10
generation: 9
nodes: 23
depth: 7
hits: 3
TOP INDIVIDUAL:
-- #1 --
hits: 3
raw fitness: 1454.8616
standardized fitness: 1454.8616
adjusted fitness: 0.0007
TREE:
(+ (* (cos (log (log x)))
(* x
(+ (* x
(+ (cos -0.06493)
(* x x)))
(* (+ 0.92258 x) x)))) 0.01834)
=== BEST-OF-RUN ===
current generation: 11
generation: 11
nodes: 18
depth: 7
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 1289.3575
standardized fitness: 1289.3575
adjusted fitness: 0.0008
TREE:
(* (+ (* x
(+ (cos (log (cos x)))
(* x x)))
(* (+ 0.92258 x) x)) x)
=== BEST-OF-RUN ===
current generation: 12
generation: 12
nodes: 29
depth: 10
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 490.7028
standardized fitness: 490.7028
adjusted fitness: 0.0020
TREE:
(+ (* (cos (log (log (/ x x))))
(* x
(+ (* x
(+ (log (cos (log (/ -0.25081 0.34403))))
(* x x)))
(* (+ 0.92258 x) x)))) 0.01834)
=== BEST-OF-RUN ===
current generation: 13
generation: 13
nodes: 31
depth: 12
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 487.3124
standardized fitness: 487.3124
adjusted fitness: 0.0020
TREE:
(* (+ (* x
(+ (log (exp (/ (- (/ (+ -0.27309 0.18495)
(log (- (/ x -0.07364) x)))
(sin -0.08546)) -0.56286)))
(* x x)))
(* (+ 0.92258 x) x)) x)
=== BEST-OF-RUN ===
current generation: 14
generation: 14
nodes: 17
depth: 5
hits: 6
TOP INDIVIDUAL:
-- #1 --
hits: 6
raw fitness: 134.8920
standardized fitness: 134.8920
adjusted fitness: 0.0074
TREE:
(* (+ (* x
(+ (/ 0.80599 x)
(* x x)))
(* (+ 0.92258 x) x)) x)
=== BEST-OF-RUN ===
current generation: 15
generation: 14
nodes: 17
depth: 5
hits: 6
TOP INDIVIDUAL:
-- #1 --
hits: 6
raw fitness: 134.8920
standardized fitness: 134.8920
adjusted fitness: 0.0074
TREE:
(* (+ (* x
(+ (/ 0.80599 x)
(* x x)))
(* (+ 0.92258 x) x)) x)
=== BEST-OF-RUN ===
current generation: 16
generation: 16
nodes: 13
depth: 5
hits: 7
TOP INDIVIDUAL:
-- #1 --
hits: 7
raw fitness: 38.5205
standardized fitness: 38.5205
adjusted fitness: 0.0253
TREE:
(* x
(+ (* x
(+ x
(* x x)))
(+ 0.92258 x)))
=== BEST-OF-RUN ===
current generation: 17
generation: 16
nodes: 13
depth: 5
hits: 7
TOP INDIVIDUAL:
-- #1 --
hits: 7
raw fitness: 38.5205
standardized fitness: 38.5205
adjusted fitness: 0.0253
TREE:
(* x
(+ (* x
(+ x
(* x x)))
(+ 0.92258 x)))
=== BEST-OF-RUN ===
current generation: 18
generation: 16
nodes: 13
depth: 5
hits: 7
TOP INDIVIDUAL:
-- #1 --
hits: 7
raw fitness: 38.5205
standardized fitness: 38.5205
adjusted fitness: 0.0253
TREE:
(* x
(+ (* x
(+ x
(* x x)))
(+ 0.92258 x)))
=== BEST-OF-RUN ===
current generation: 19
generation: 19
nodes: 19
depth: 5
hits: 179
TOP INDIVIDUAL:
-- #1 --
hits: 179
raw fitness: 0.8414
standardized fitness: 0.8414
adjusted fitness: 0.5431
TREE:
(* (+ (* x
(+ (cos -0.03185)
(* x x)))
(+ (cos (- x x))
(* x x))) x)
=== BEST-OF-RUN ===
current generation: 20
generation: 19
nodes: 19
depth: 5
hits: 179
TOP INDIVIDUAL:
-- #1 --
hits: 179
raw fitness: 0.8414
standardized fitness: 0.8414
adjusted fitness: 0.5431
TREE:
(* (+ (* x
(+ (cos -0.03185)
(* x x)))
(+ (cos (- x x))
(* x x))) x)
=== BEST-OF-RUN ===
current generation: 21
generation: 21
nodes: 21
depth: 6
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 0.0000
standardized fitness: 0.0000
adjusted fitness: 1.0000
TREE:
(* (+ (* x
(+ (cos (- x x))
(* x x)))
(+ (cos (- x x))
(* x x))) x)

202
PartA/crossover_100_mutation_100_elitism_0/run_5/regress.prg Normal file
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not starting from checkpoint file.
200 fitness cases:
x = 2.50711, y = 64.06044
x = -4.74250, y = 416.94117
x = -3.72894, y = 151.67367
x = 3.93656, y = 320.57644
x = -0.00093, y = -0.00093
x = 0.79565, y = 2.33315
x = 3.80974, y = 284.27962
x = 0.45262, y = 0.79217
x = 1.89286, y = 25.09497
x = -4.20923, y = 252.84558
x = -3.44236, y = 108.03496
x = -2.48071, y = 26.27797
x = -3.05439, y = 64.81549
x = -4.00361, y = 204.77640
x = -1.07151, y = 0.16459
x = -2.90957, y = 52.59143
x = -2.42831, y = 23.92047
x = -4.26290, y = 266.67521
x = 0.17595, y = 0.21331
x = 0.02243, y = 0.02295
x = 2.78756, y = 92.59940
x = 2.05346, y = 32.70952
x = 2.77645, y = 91.31108
x = 2.96743, y = 115.44292
x = -3.57799, y = 127.30992
x = 4.69482, y = 616.03473
x = 2.48710, y = 62.31935
x = 2.01612, y = 30.79787
x = -3.74211, y = 153.95409
x = -1.73391, y = 5.09826
x = -3.12482, y = 71.47323
x = -3.41070, y = 103.86957
x = -3.77048, y = 158.95272
x = -2.90569, y = 52.28902
x = 2.05084, y = 32.57242
x = 3.82012, y = 287.12710
x = 4.08719, y = 368.13009
x = -3.96697, y = 196.99116
x = 0.57346, y = 1.19903
x = -3.30157, y = 90.42807
x = -0.16771, y = -0.14351
x = -0.84342, y = -0.22601
x = -2.26970, y = 17.72760
x = -3.95712, y = 194.93612
x = -0.24913, y = -0.19867
x = 0.46508, y = 0.82876
x = 4.84102, y = 690.95117
x = -2.04064, y = 10.96662
x = -0.89920, y = -0.16392
x = 2.54433, y = 67.39674
x = -0.61645, y = -0.32629
x = -4.13818, y = 235.37137
x = 4.60313, y = 572.29179
x = -4.93185, y = 491.05021
x = 1.59645, y = 14.70953
x = 0.91781, y = 3.24294
x = 4.02799, y = 348.84536
x = 4.17675, y = 398.82211
x = -3.11428, y = 70.44572
x = 1.17895, y = 6.13942
x = 1.70846, y = 18.13354
x = 2.77672, y = 91.34221
x = 4.87916, y = 711.57545
x = 0.19443, y = 0.24100
x = 0.95847, y = 3.60163
x = 2.40105, y = 55.24433
x = 4.78898, y = 663.54090
x = -4.09727, y = 225.73117
x = 1.24552, y = 7.13568
x = 3.46341, y = 200.88861
x = -2.75060, y = 41.24585
x = 4.61233, y = 576.57181
x = 1.63631, y = 15.86400
x = 2.63162, y = 75.74312
x = -4.36111, y = 293.44687
x = 1.92574, y = 26.52856
x = 2.45033, y = 59.21602
x = 2.70830, y = 83.70886
x = -3.62902, y = 135.19014
x = 0.50420, y = 0.95122
x = -4.33317, y = 285.63380
x = 3.31035, y = 170.63168
x = 0.13040, y = 0.14991
x = 0.07894, y = 0.08570
x = 1.55764, y = 13.64967
x = -0.90154, y = -0.16091
x = -3.28986, y = 89.06778
x = 1.03509, y = 4.36346
x = 1.13584, y = 5.55580
x = 4.64978, y = 594.24653
x = 4.03114, y = 349.85239
x = 3.18446, y = 148.45353
x = -0.21249, y = -0.17490
x = 2.11004, y = 35.77958
x = 4.44903, y = 504.10362
x = 0.21996, y = 0.28133
x = 2.52028, y = 65.22576
x = 0.09869, y = 0.10948
x = -4.59601, y = 365.63783
x = 2.82513, y = 97.05709
x = 3.01475, y = 122.10832
x = -2.86728, y = 49.37072
x = -3.41162, y = 103.98966
x = 3.59660, y = 230.38334
x = 1.87750, y = 24.44642
x = 1.07320, y = 4.78756
x = 0.73142, y = 1.94389
x = -0.47581, y = -0.30588
x = -1.48949, y = 2.34664
x = -2.50201, y = 27.28360
x = -0.79233, y = -0.26784
x = -2.00711, y = 10.16442
x = -1.95909, y = 9.09044
x = -2.76407, y = 42.12896
x = 2.14781, y = 37.94969
x = 3.52400, y = 213.92645
x = -2.01079, y = 10.25037
x = -2.23088, y = 16.41207
x = 0.74540, y = 2.02387
x = -4.26149, y = 266.30527
x = 4.88078, y = 712.45948
x = -0.30971, y = -0.23429
x = -4.50126, y = 335.08110
x = 3.42039, y = 192.00342
x = -4.55134, y = 350.98106
x = -4.88332, y = 471.18242
x = 3.02395, y = 123.43837
x = 3.03971, y = 125.74041
x = -4.24589, y = 262.23123
x = -0.43431, y = -0.29203
x = -3.80568, y = 165.32218
x = -2.07386, y = 11.80528
x = -0.80221, y = -0.26078
x = 3.87299, y = 301.97050
x = -3.70347, y = 147.33723
x = 2.67394, y = 80.06399
x = 0.26944, y = 0.36687
x = -2.10553, y = 12.64719
x = 2.93112, y = 110.51913
x = 3.03364, y = 124.84951
x = -3.89075, y = 181.50655
x = 3.94102, y = 321.91526
x = -4.71030, y = 405.22996
x = 0.39733, y = 0.64285
x = 4.76901, y = 653.23951
x = -0.65916, y = -0.32229
x = 2.68572, y = 81.29996
x = 1.36711, y = 9.28440
x = 1.66138, y = 16.62583
x = 4.33235, y = 456.70159
x = 2.19601, y = 40.86476
x = 4.48057, y = 517.53137
x = -0.65543, y = -0.32286
x = 0.83830, y = 2.62404
x = 1.63081, y = 15.70075
x = 0.08861, y = 0.09722
x = 2.93493, y = 111.02775
x = -2.28462, y = 18.25331
x = 2.30007, y = 47.74601
x = 4.20356, y = 408.37742
x = -4.19624, y = 249.58030
x = -2.16305, y = 14.28626
x = 1.59307, y = 14.61463
x = 0.47687, y = 0.86443
x = -3.61126, y = 132.40749
x = 0.26665, y = 0.36177
x = -2.29680, y = 18.69107
x = 2.64358, y = 76.94594
x = -2.53307, y = 28.80102
x = -2.19303, y = 15.19938
x = -4.16172, y = 241.05745
x = 1.62210, y = 15.44459
x = 1.10774, y = 5.19988
x = 1.41305, y = 10.21796
x = -1.45750, y = 2.08331
x = -4.59979, y = 366.90012
x = -4.65428, y = 385.44174
x = -0.33957, y = -0.25012
x = -3.21042, y = 80.23718
x = 0.36006, y = 0.55318
x = -2.81825, y = 45.82421
x = 0.30857, y = 0.44224
x = -4.26036, y = 266.00892
x = -3.44945, y = 108.98445
x = -1.23807, y = 0.74654
x = 3.35737, y = 179.52945
x = 1.33307, y = 8.63718
x = 3.72092, y = 260.77404
x = 2.48425, y = 62.07485
x = 1.02988, y = 4.30782
x = -0.02926, y = -0.02843
x = 2.62586, y = 75.16994
x = -4.57246, y = 357.85504
x = 0.12416, y = 0.14172
x = 2.19536, y = 40.82433
x = -0.51285, y = -0.31555
x = -2.16672, y = 14.39589
x = -1.12335, y = 0.31341
x = -3.14517, y = 73.48814
x = 4.36880, y = 471.13071

23
PartA/crossover_100_mutation_100_elitism_0/run_5/regress.stt Normal file
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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 0.0000 0.0001 0.0000 12.945 3.655 35 5 4 2 0.0000 0.0001 0.0000 12.945 3.655 35 5 4 2
1 0 0.0000 0.0001 0.0000 13.132 4.161 32 8 7 6 0.0000 0.0001 0.0000 13.039 3.908 35 5 4 2
2 0 0.0000 0.0002 0.0000 13.624 4.467 19 6 9 7 0.0000 0.0002 0.0000 13.234 4.094 19 6 4 2
3 0 0.0000 0.0001 0.0000 14.249 4.758 23 9 44 12 0.0000 0.0002 0.0000 13.487 4.260 19 6 4 2
4 0 0.0000 0.0002 0.0000 14.972 4.999 42 11 8 4 0.0000 0.0002 0.0000 13.784 4.408 19 6 4 2
5 0 0.0000 0.0002 0.0000 15.736 5.230 23 7 6 4 0.0000 0.0002 0.0000 14.110 4.545 23 7 4 2
6 0 0.0000 0.0002 0.0000 16.650 5.481 26 10 10 5 0.0000 0.0002 0.0000 14.473 4.679 23 7 4 2
7 0 0.0000 0.0002 0.0000 17.588 5.724 21 7 14 6 0.0000 0.0002 0.0000 14.862 4.809 23 7 4 2
8 0 0.0000 0.0002 0.0000 18.479 5.971 39 10 71 14 0.0000 0.0002 0.0000 15.264 4.939 39 10 4 2
9 0 0.0000 0.0007 0.0000 19.715 6.264 23 7 27 8 0.0000 0.0007 0.0000 15.709 5.071 23 7 4 2
10 0 0.0000 0.0007 0.0000 21.781 6.614 16 5 31 8 0.0000 0.0007 0.0000 16.261 5.211 23 7 4 2
11 0 0.0000 0.0008 0.0000 24.359 7.048 18 7 62 9 0.0000 0.0008 0.0000 16.936 5.364 18 7 4 2
12 0 0.0001 0.0020 0.0000 27.812 7.659 29 10 38 12 0.0000 0.0020 0.0000 17.773 5.541 29 10 4 2
13 0 0.0001 0.0020 0.0000 31.543 8.390 31 12 35 11 0.0000 0.0020 0.0000 18.756 5.744 31 12 4 2
14 0 0.0002 0.0074 0.0000 32.994 8.972 17 5 11 4 0.0001 0.0074 0.0000 19.705 5.960 17 5 4 2
15 0 0.0003 0.0049 0.0000 32.953 9.484 43 14 75 16 0.0001 0.0074 0.0000 20.533 6.180 17 5 4 2
16 0 0.0005 0.0253 0.0000 33.507 10.029 13 5 20 7 0.0001 0.0253 0.0000 21.296 6.406 13 5 4 2
17 0 0.0007 0.0197 0.0000 35.812 10.695 41 11 22 9 0.0001 0.0253 0.0000 22.103 6.644 13 5 4 2
18 0 0.0010 0.0197 0.0000 38.820 11.277 41 11 39 13 0.0002 0.0253 0.0000 22.983 6.888 13 5 4 2
19 0 0.0014 0.5431 0.0000 42.589 11.836 19 5 29 11 0.0002 0.5431 0.0000 23.963 7.136 19 5 4 2
20 0 0.0028 0.5431 0.0000 43.393 11.631 19 5 55 14 0.0004 0.5431 0.0000 24.888 7.350 19 5 4 2
21 0 0.0200 1.0000 0.0000 34.877 9.385 21 6 68 14 0.0013 1.0000 0.0000 25.342 7.442 21 6 4 2

116
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 57.
creating initial population(s):
5602 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
user termination criterion met.
SYSTEM STATISTICS
------- memory -------
allocated: 62238515
freed: 61817423
not freed: 421092
max allocated: 5705531
malloc'ed blocks: 323835
realloc'ed blocks: 10
free'ed blocks: 323772
------- time -------
overall: 2s wall
evaluation: 2s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 68393
freed: 68393
allocated: 16000
blocks: 31

35
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=== BEST-OF-RUN ===
generation: 45
nodes: 58
depth: 17
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 1.0252
standardized fitness: 1.0252
adjusted fitness: 0.4938
TREE:
(+ (- (* (* x x)
(* x x))
(sin 0.72466))
(+ (* x
(log (exp x)))
(+ x
(+ (+ 0.91458
(* x
(+ (sin (sin (/ x
(* (* (+ (cos 0.63359)
(exp (+ (* (sin 0.05858)
(exp x))
(exp (exp 0.96568))))) x)
(/ (exp -0.93321) 0.19571)))))
(* x
(log (exp x))))))
(+ -0.97154
(cos 0.77457))))))
TREE-equ:
y = ((((x * x) * (x * x)) - sin(0.72466)) + ((x * log(exp(x))) + (x + ((0.91458 + (x * (sin(sin((x / (((cos(0.63359) + exp(((sin(0.05858) * exp(x)) + exp(exp(0.96568))))) * x) * (exp(-0.93321) / 0.19571))))) + (x * log(exp(x)))))) + (-0.97154 + cos(0.77457))))))

2
PartA/crossover_100_mutation_100_elitism_0/run_6/regress.fn Normal file
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y = ((((x * x) * (x * x)) - sin(0.72466)) + ((x * log(exp(x))) + (x + ((0.91458 + (x * (sin(sin((x / (((cos(0.63359) + exp(((sin(0.05858) * exp(x)) + exp(exp(0.96568))))) * x) * (exp(-0.93321) / 0.19571))))) + (x * log(exp(x)))))) + (-0.97154 + cos(0.77457))))))

0
PartA/crossover_100_mutation_100_elitism_0/run_6/regress.gen Normal file
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1173
PartA/crossover_100_mutation_100_elitism_0/run_6/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
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not starting from checkpoint file.
200 fitness cases:
x = 0.99437, y = 3.94397
x = 4.03414, y = 350.81226
x = 0.90733, y = 3.15531
x = -2.18160, y = 14.84625
x = 1.07028, y = 4.75390
x = 1.41129, y = 10.18096
x = 0.22625, y = 0.29164
x = 0.79501, y = 2.32901
x = -4.67128, y = 391.36804
x = 2.04932, y = 32.49322
x = 0.97023, y = 3.71099
x = 4.00065, y = 340.20193
x = 0.89895, y = 3.08659
x = 1.76321, y = 20.01910
x = -3.50639, y = 116.83894
x = -4.48597, y = 330.33413
x = 3.83508, y = 291.26806
x = -2.87558, y = 49.99125
x = 2.59318, y = 71.97621
x = 0.71603, y = 1.85869
x = 2.14741, y = 37.92625
x = -1.11569, y = 0.28975
x = 1.19727, y = 6.40169
x = -3.01942, y = 61.68781
x = -3.65739, y = 139.72699
x = 0.85282, y = 2.72937
x = -1.14492, y = 0.38342
x = -0.60988, y = -0.32642
x = 0.95073, y = 3.53102
x = 0.55607, y = 1.13285
x = 4.76068, y = 648.98243
x = 4.86628, y = 704.55844
x = 0.64293, y = 1.49293
x = 3.48619, y = 205.71640
x = -1.12062, y = 0.30491
x = -0.42255, y = -0.28757
x = -0.27803, y = -0.21625
x = -3.26078, y = 85.75473
x = -0.70947, y = -0.30987
x = 4.01865, y = 345.87420
x = 1.58563, y = 14.40766
x = -0.15808, y = -0.13642
x = 4.25012, y = 425.37689
x = -4.97565, y = 509.51289
x = -0.63978, y = -0.32479
x = -1.90728, y = 8.02536
x = -0.31032, y = -0.23463
x = -2.93204, y = 54.36470
x = 0.97406, y = 3.74724
x = -1.31206, y = 1.11427
x = 1.75370, y = 19.68094
x = 0.93336, y = 3.37654
x = 4.50869, y = 529.73142
x = 1.46474, y = 11.35574
x = 2.44889, y = 59.09677
x = 1.12808, y = 5.45568
x = -1.60880, y = 3.51443
x = 2.42115, y = 56.83840
x = 3.93902, y = 321.31564
x = -3.50718, y = 116.95111
x = -3.31068, y = 91.49732
x = -1.51298, y = 2.55273
x = -3.49552, y = 115.30780
x = -3.68993, y = 145.06855
x = -4.53630, y = 346.14975
x = -3.87169, y = 177.78172
x = 4.75052, y = 643.81643
x = 0.87461, y = 2.89368
x = -2.59701, y = 32.11993
x = 3.40090, y = 188.07699
x = 0.82435, y = 2.52591
x = 1.76712, y = 20.15934
x = 1.15036, y = 5.74715
x = -1.09476, y = 0.22807
x = 3.96233, y = 328.36397
x = -3.78594, y = 161.72782
x = -0.62439, y = -0.32596
x = 4.73253, y = 634.74003
x = -0.46831, y = -0.30360
x = 0.21452, y = 0.27253
x = -2.53838, y = 29.06627
x = 1.43393, y = 10.66626
x = 0.45109, y = 0.78777
x = -0.54209, y = -0.32117
x = -1.13325, y = 0.34494
x = 1.27366, y = 7.59354
x = 3.36180, y = 180.38538
x = -0.66714, y = -0.32090
x = 3.02249, y = 123.22610
x = -2.24893, y = 17.01443
x = -0.17307, y = -0.14740
x = 3.84736, y = 294.70363
x = 4.33624, y = 458.22383
x = 0.88963, y = 3.01153
x = -1.80571, y = 6.19861
x = 4.81851, y = 678.98811
x = 3.69156, y = 253.33848
x = 0.34488, y = 0.51899
x = -3.93798, y = 190.98991
x = -1.85383, y = 7.02267
x = 3.71710, y = 259.79759
x = -0.04285, y = -0.04109
x = 2.53627, y = 66.66301
x = -4.24046, y = 260.82662
x = -3.77368, y = 159.52317
x = -4.68023, y = 394.51718
x = -4.51773, y = 340.25045
x = 0.05078, y = 0.05350
x = -2.40201, y = 22.79781
x = -3.82477, y = 168.85557
x = 2.76629, y = 90.14569
x = 4.05834, y = 358.63545
x = 4.39866, y = 483.20588
x = 1.18795, y = 6.26718
x = 1.66589, y = 16.76601
x = -2.15804, y = 14.13767
x = -0.84921, y = -0.22040
x = 0.61485, y = 1.36826
x = 3.11578, y = 137.31935
x = -4.35481, y = 291.67067
x = -2.56325, y = 30.33415
x = -0.59436, y = -0.32627
x = -0.18741, y = -0.15764
x = 4.25682, y = 427.86586
x = 4.68380, y = 610.64852
x = -4.13280, y = 234.08601
x = 4.23085, y = 418.27683
x = 0.39082, y = 0.62659
x = -2.32108, y = 19.58604
x = 3.64257, y = 241.28939
x = -4.26821, y = 268.07461
x = 4.32483, y = 453.76823
x = 2.13454, y = 37.17572
x = -1.64354, y = 3.91476
x = 2.44824, y = 59.04283
x = -1.59672, y = 3.38197
x = 2.03527, y = 31.76729
x = 4.26314, y = 430.22631
x = 2.79202, y = 93.12001
x = -3.97521, y = 198.72258
x = -2.87713, y = 50.10747
x = -2.25306, y = 17.15457
x = 1.21708, y = 6.69538
x = 2.37730, y = 53.40437
x = -4.68567, y = 396.43878
x = -4.57871, y = 359.91027
x = -0.96523, y = -0.06483
x = -4.92058, y = 486.38131
x = 1.20583, y = 6.52739
x = -2.67291, y = 36.41821
x = -4.41234, y = 308.18686
x = -1.69926, y = 4.61920
x = -2.33404, y = 20.07620
x = -2.58055, y = 31.23975
x = -2.58562, y = 31.50887
x = 4.39227, y = 480.60156
x = 2.82261, y = 96.75343
x = -0.82019, y = -0.24669
x = -1.68870, y = 4.47957
x = 2.82304, y = 96.80525
x = -1.71551, y = 4.83982
x = -3.78088, y = 160.81449
x = 2.25876, y = 44.91545
x = -3.42680, y = 105.97233
x = 4.05236, y = 356.69028
x = 0.01934, y = 0.01973
x = -2.15874, y = 14.15831
x = -2.97864, y = 58.18400
x = 0.87362, y = 2.88610
x = 1.24461, y = 7.12115
x = 3.80719, y = 283.58215
x = -0.92863, y = -0.12343
x = 4.40902, y = 487.45076
x = 0.78869, y = 2.28825
x = -4.94247, y = 495.47682
x = 4.13601, y = 384.62957
x = -3.26032, y = 85.70353
x = -2.60686, y = 32.65511
x = 1.84244, y = 23.01455
x = -4.70847, y = 404.57104
x = -1.95541, y = 9.01163
x = 0.05104, y = 0.05378
x = -2.92048, y = 53.44659
x = -0.14413, y = -0.12592
x = 0.35807, y = 0.54864
x = 4.51267, y = 531.47267
x = -2.93393, y = 54.51547
x = 0.56134, y = 1.15260
x = -0.69590, y = -0.31411
x = -2.57111, y = 30.74297
x = -4.43799, y = 315.76948
x = 0.01391, y = 0.01411
x = -1.61048, y = 3.53313
x = -3.45259, y = 109.40675
x = -2.78240, y = 43.35353
x = 3.05150, y = 127.48438
x = -1.66208, y = 4.14037
x = -4.57161, y = 357.57845
x = 2.31977, y = 49.14301
x = -3.82168, y = 168.27999

47
PartA/crossover_100_mutation_100_elitism_0/run_6/regress.stt Normal file
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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 0.0000 0.0001 0.0000 13.112 3.651 9 3 58 6 0.0000 0.0001 0.0000 13.112 3.651 9 3 58 6
1 0 0.0000 0.0001 0.0000 13.295 4.137 25 4 16 7 0.0000 0.0001 0.0000 13.203 3.894 9 3 58 6
2 0 0.0000 0.0001 0.0000 14.031 4.504 13 4 18 4 0.0000 0.0001 0.0000 13.479 4.097 13 4 58 6
3 0 0.0000 0.0001 0.0000 14.815 4.804 13 4 10 6 0.0000 0.0001 0.0000 13.813 4.274 13 4 58 6
4 0 0.0000 0.0001 0.0000 14.868 4.987 12 4 17 6 0.0000 0.0001 0.0000 14.024 4.417 13 4 58 6
5 0 0.0000 0.0001 0.0000 15.467 5.238 25 6 7 5 0.0000 0.0001 0.0000 14.264 4.554 25 6 58 6
6 0 0.0000 0.0001 0.0000 16.191 5.461 16 5 8 4 0.0000 0.0001 0.0000 14.540 4.683 25 6 58 6
7 0 0.0000 0.0001 0.0000 16.458 5.559 45 10 21 7 0.0000 0.0001 0.0000 14.780 4.793 25 6 58 6
8 0 0.0000 0.0001 0.0000 16.892 5.669 65 10 14 6 0.0000 0.0001 0.0000 15.014 4.890 25 6 58 6
9 0 0.0000 0.0001 0.0000 17.338 5.807 67 10 10 4 0.0000 0.0001 0.0000 15.247 4.982 25 6 58 6
10 0 0.0000 0.0001 0.0000 17.832 5.929 71 10 37 8 0.0000 0.0001 0.0000 15.482 5.068 71 10 58 6
11 0 0.0000 0.0001 0.0000 18.321 6.081 72 10 5 3 0.0000 0.0001 0.0000 15.718 5.152 72 10 58 6
12 0 0.0000 0.0002 0.0000 19.264 6.258 9 3 10 5 0.0000 0.0002 0.0000 15.991 5.237 9 3 58 6
13 0 0.0000 0.0002 0.0000 20.030 6.393 9 3 9 4 0.0000 0.0002 0.0000 16.280 5.320 9 3 58 6
14 0 0.0000 0.0001 0.0000 21.375 6.565 86 10 9 5 0.0000 0.0002 0.0000 16.619 5.403 9 3 58 6
15 0 0.0000 0.0001 0.0000 22.569 6.652 90 11 10 5 0.0000 0.0002 0.0000 16.991 5.481 9 3 58 6
16 0 0.0000 0.0002 0.0000 25.442 7.072 88 11 17 6 0.0000 0.0002 0.0000 17.488 5.575 88 11 58 6
17 0 0.0000 0.0004 0.0000 29.724 7.596 15 4 21 7 0.0000 0.0004 0.0000 18.168 5.687 15 4 58 6
18 0 0.0001 0.0003 0.0000 34.298 8.102 19 6 23 6 0.0000 0.0004 0.0000 19.017 5.814 15 4 58 6
19 0 0.0001 0.0003 0.0000 40.298 8.860 92 14 64 12 0.0000 0.0004 0.0000 20.081 5.966 15 4 58 6
20 0 0.0001 0.0003 0.0000 47.373 9.620 87 14 32 12 0.0000 0.0004 0.0000 21.381 6.140 15 4 58 6
21 0 0.0001 0.0003 0.0000 53.842 10.331 27 9 65 13 0.0000 0.0004 0.0000 22.856 6.331 15 4 58 6
22 0 0.0001 0.0003 0.0000 59.644 10.936 65 11 74 12 0.0000 0.0004 0.0000 24.456 6.531 15 4 58 6
23 0 0.0001 0.0003 0.0000 65.177 11.467 89 15 42 10 0.0000 0.0004 0.0000 26.152 6.737 15 4 58 6
24 0 0.0001 0.0004 0.0000 68.506 11.789 76 11 122 14 0.0000 0.0004 0.0000 27.847 6.939 15 4 58 6
25 0 0.0001 0.0004 0.0000 70.095 11.922 77 14 45 12 0.0000 0.0004 0.0000 29.471 7.130 15 4 58 6
26 0 0.0001 0.0004 0.0000 71.960 12.066 83 17 88 13 0.0001 0.0004 0.0000 31.045 7.313 15 4 58 6
27 0 0.0001 0.0004 0.0000 73.634 12.193 72 14 54 17 0.0001 0.0004 0.0000 32.566 7.487 15 4 58 6
28 0 0.0001 0.0004 0.0000 75.700 12.374 40 10 50 8 0.0001 0.0004 0.0000 34.054 7.656 40 10 58 6
29 0 0.0001 0.0004 0.0000 78.215 12.596 46 10 64 17 0.0001 0.0004 0.0000 35.526 7.821 46 10 58 6
30 0 0.0001 0.0023 0.0000 80.270 12.732 44 8 36 9 0.0001 0.0023 0.0000 36.969 7.979 44 8 58 6
31 0 0.0001 0.0035 0.0000 82.647 12.909 42 8 62 13 0.0001 0.0035 0.0000 38.396 8.133 42 8 58 6
32 0 0.0002 0.0060 0.0000 82.249 12.823 39 8 93 14 0.0001 0.0060 0.0000 39.725 8.275 39 8 58 6
33 0 0.0005 0.0083 0.0000 74.081 11.894 59 16 30 8 0.0001 0.0083 0.0000 40.736 8.382 59 16 58 6
34 0 0.0011 0.0135 0.0000 58.345 10.414 46 11 70 11 0.0001 0.0135 0.0000 41.239 8.440 46 11 58 6
35 0 0.0014 0.0292 0.0000 55.174 10.365 61 16 56 12 0.0001 0.0292 0.0000 41.626 8.493 61 16 58 6
36 0 0.0018 0.0292 0.0000 58.291 10.912 61 16 65 9 0.0002 0.0292 0.0000 42.076 8.559 61 16 58 6
37 0 0.0022 0.0295 0.0000 61.725 11.506 58 16 101 16 0.0002 0.0295 0.0000 42.593 8.636 58 16 58 6
38 0 0.0029 0.0443 0.0000 63.632 12.063 65 17 81 13 0.0003 0.0443 0.0000 43.133 8.724 65 17 58 6
39 0 0.0048 0.1108 0.0000 63.696 12.763 43 13 77 10 0.0004 0.1108 0.0000 43.647 8.825 43 13 58 6
40 0 0.0076 0.3682 0.0000 61.039 13.374 54 15 9 4 0.0006 0.3682 0.0000 44.071 8.936 54 15 58 6
41 0 0.0108 0.3682 0.0000 58.786 13.865 54 15 39 8 0.0008 0.3682 0.0000 44.421 9.053 54 15 58 6
42 0 0.0162 0.3682 0.0000 57.477 13.876 54 15 31 6 0.0012 0.3682 0.0000 44.725 9.165 54 15 58 6
43 0 0.0271 0.3780 0.0000 56.209 13.792 54 15 57 16 0.0018 0.3780 0.0000 44.986 9.271 54 15 58 6
44 0 0.0427 0.4118 0.0000 53.505 13.562 54 15 70 16 0.0027 0.4118 0.0000 45.175 9.366 54 15 58 6
45 0 0.0508 0.4938 0.0000 51.633 13.427 58 17 9 4 0.0037 0.4938 0.0000 45.316 9.454 58 17 58 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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 1096.
creating initial population(s):
5665 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (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. (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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (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. (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)
user termination criterion met.
SYSTEM STATISTICS
------- memory -------
allocated: 213281005
freed: 212378665
not freed: 902340
max allocated: 9684493
malloc'ed blocks: 677497
realloc'ed blocks: 11
free'ed blocks: 677362
------- time -------
overall: 5s wall
evaluation: 5s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 300
space 1 size: 100
------- ephemeral random constants -------
used: 131379
freed: 131379
allocated: 16000
blocks: 31

39
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.bst Normal file
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=== BEST-OF-RUN ===
generation: 48
nodes: 91
depth: 16
hits: 6
TOP INDIVIDUAL:
-- #1 --
hits: 6
raw fitness: 66.3483
standardized fitness: 66.3483
adjusted fitness: 0.0148
TREE:
(- (* x
(- (* (* x x) x)
(/ x
(/ -0.93562
(+ (cos (log -0.79526)) x)))))
(* (cos (/ x
(* x
(- (* (/ -0.93562
(+ (cos (cos x)) x))
(- (cos x)
(/ x
(/ -0.93562
(+ (sin (log (exp (- (cos -0.34761)
(cos -0.70143))))) x)))))
(* (cos (+ (cos (log -0.79526)) x))
(- (sin (* (sin (* x 0.50352)) -0.43047))
(sin (* x 0.32173))))))))
(- (- (+ -0.25388 0.36742)
(sin (- x
(* (+ (- 0.19344 x) x)
(+ (+ -0.36588 x) -0.73379)))))
(sin (sin x)))))
TREE-equ:
y = ((x * (((x * x) * x) - (x / (-0.93562 / (cos(log(-0.79526)) + x))))) - (cos((x / (x * (((-0.93562 / (cos(cos(x)) + x)) * (cos(x) - (x / (-0.93562 / (sin(log(exp((cos(-0.34761) - cos(-0.70143))))) + x))))) - (cos((cos(log(-0.79526)) + x)) * (sin((sin((x * 0.50352)) * -0.43047)) - sin((x * 0.32173)))))))) * (((-0.25388 + 0.36742) - sin((x - (((0.19344 - x) + x) * ((-0.36588 + x) + -0.73379))))) - sin(sin(x)))))

2
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.fn Normal file
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y = ((x * (((x * x) * x) - (x / (-0.93562 / (cos(log(-0.79526)) + x))))) - (cos((x / (x * (((-0.93562 / (cos(cos(x)) + x)) * (cos(x) - (x / (-0.93562 / (sin(log(exp((cos(-0.34761) - cos(-0.70143))))) + x))))) - (cos((cos(log(-0.79526)) + x)) * (sin((sin((x * 0.50352)) * -0.43047)) - sin((x * 0.32173)))))))) * (((-0.25388 + 0.36742) - sin((x - (((0.19344 - x) + x) * ((-0.36588 + x) + -0.73379))))) - sin(sin(x)))))

0
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.gen Normal file
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1356
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.prg Normal file
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@ -0,0 +1,202 @@
not starting from checkpoint file.
200 fitness cases:
x = 3.27998, y = 165.06641
x = -4.78494, y = 432.76873
x = -4.72616, y = 410.96732
x = 4.08847, y = 368.55608
x = -4.21335, y = 253.88831
x = 1.52906, y = 12.90840
x = 0.49530, y = 0.92232
x = -3.49410, y = 115.10930
x = 3.02719, y = 123.90856
x = -4.23019, y = 258.18029
x = -1.43718, y = 1.92606
x = -4.24431, y = 261.82237
x = -1.89222, y = 7.73316
x = -0.62383, y = -0.32599
x = -0.24700, y = -0.19734
x = -1.41467, y = 1.76064
x = 1.57004, y = 13.98163
x = -4.54231, y = 348.07342
x = 0.91821, y = 3.24634
x = -2.20108, y = 15.45165
x = -1.86378, y = 7.20217
x = 3.64719, y = 242.40667
x = -1.91103, y = 8.09930
x = -4.21978, y = 255.52081
x = 4.70924, y = 623.13895
x = 1.58812, y = 14.47674
x = -3.29207, y = 89.32281
x = 1.43575, y = 10.70594
x = -1.03294, y = 0.07033
x = 2.61800, y = 74.39207
x = 0.01129, y = 0.01142
x = 3.59539, y = 230.10329
x = 3.07689, y = 131.30331
x = 0.76651, y = 2.14958
x = 2.25584, y = 44.72003
x = -2.48431, y = 26.44599
x = 1.09971, y = 5.10159
x = -1.57470, y = 3.14906
x = 1.13285, y = 5.51699
x = -1.40595, y = 1.69893
x = -4.14396, y = 236.75696
x = 0.67671, y = 1.65423
x = 2.24027, y = 43.69076
x = 2.43630, y = 58.06342
x = 0.43434, y = 0.74053
x = -1.00262, y = 0.00528
x = -0.07696, y = -0.07146
x = -3.71323, y = 148.98727
x = 2.53590, y = 66.62957
x = 0.39235, y = 0.63038
x = 0.88708, y = 2.99124
x = -0.09611, y = -0.08768
x = -2.35397, y = 20.84795
x = 4.53044, y = 539.31484
x = 0.75810, y = 2.09883
x = 4.68459, y = 611.03495
x = -2.86184, y = 48.96750
x = -0.49267, y = -0.31061
x = -3.16737, y = 75.73446
x = 3.27096, y = 163.43863
x = -4.57065, y = 357.26338
x = -2.93000, y = 54.20133
x = 0.37305, y = 0.58351
x = -0.56686, y = -0.32443
x = 4.91377, y = 730.68789
x = 2.88611, y = 104.63911
x = -1.48458, y = 2.30490
x = 0.67148, y = 1.62842
x = 3.94183, y = 322.15738
x = -4.24438, y = 261.83974
x = 3.66229, y = 246.08601
x = 0.28327, y = 0.39268
x = -2.07821, y = 11.91838
x = -4.47414, y = 326.69671
x = 1.91184, y = 25.91512
x = 3.23233, y = 156.61134
x = 1.00116, y = 4.01156
x = -1.44148, y = 1.95869
x = 0.02211, y = 0.02261
x = -4.97535, y = 509.38468
x = -0.55004, y = -0.32237
x = 2.20060, y = 41.15118
x = -0.39689, y = -0.27707
x = 0.69610, y = 1.75276
x = 2.18866, y = 40.40910
x = -2.05871, y = 11.41730
x = -1.77766, y = 5.75092
x = -1.35624, y = 1.37187
x = 0.85274, y = 2.72876
x = 4.36972, y = 471.50132
x = 4.00026, y = 340.08264
x = -4.57177, y = 357.62923
x = -0.51653, y = -0.31635
x = 0.37722, y = 0.59345
x = -0.06824, y = -0.06388
x = 0.57278, y = 1.19639
x = -2.24508, y = 16.88485
x = 1.71440, y = 18.33121
x = -4.47554, y = 327.12829
x = 2.20201, y = 41.23959
x = 2.99622, y = 119.46430
x = -3.63548, y = 136.21416
x = 1.26466, y = 7.44463
x = 2.51125, y = 64.42499
x = -4.05761, y = 216.67046
x = 3.68647, y = 252.06689
x = -4.69922, y = 401.25781
x = 1.94993, y = 27.62321
x = -2.65821, y = 35.55430
x = -2.18318, y = 14.89496
x = 1.46225, y = 11.29872
x = 3.49441, y = 207.48067
x = 3.65459, y = 244.20588
x = -2.53709, y = 29.00170
x = 4.27069, y = 433.05641
x = -4.99888, y = 519.51539
x = 2.58653, y = 71.33913
x = 4.99583, y = 777.55868
x = 4.50138, y = 526.53710
x = -0.65901, y = -0.32231
x = 0.13120, y = 0.15096
x = 1.80102, y = 21.40814
x = 0.14702, y = 0.17229
x = -3.26019, y = 85.68838
x = -2.24060, y = 16.73446
x = 2.29777, y = 47.58503
x = 4.01861, y = 345.86279
x = 0.41054, y = 0.67669
x = 4.58347, y = 563.22738
x = 3.22537, y = 155.40425
x = 2.93155, y = 110.57635
x = 4.05122, y = 356.32141
x = -3.78327, y = 161.24462
x = -2.79470, y = 44.18981
x = -1.43760, y = 1.92923
x = 0.95555, y = 3.57481
x = 3.54601, y = 218.81789
x = -2.85980, y = 48.81676
x = 1.42541, y = 10.48151
x = 2.18754, y = 40.34025
x = 0.35475, y = 0.54109
x = -1.77349, y = 5.68633
x = -0.85762, y = -0.21192
x = -3.48825, y = 114.29250
x = -0.76147, y = -0.28695
x = -2.80076, y = 44.60591
x = 0.28121, y = 0.38877
x = -2.25634, y = 17.26664
x = -2.38218, y = 21.97731
x = 2.63399, y = 75.98076
x = 1.55417, y = 13.55789
x = 2.34437, y = 50.93243
x = 2.13093, y = 36.96743
x = -2.70091, y = 38.10700
x = 4.27046, y = 432.96848
x = 3.94500, y = 323.11100
x = -4.85222, y = 458.77115
x = -0.94064, y = -0.10524
x = -1.05115, y = 0.11317
x = -0.01316, y = -0.01299
x = -4.85953, y = 461.66807
x = 3.16057, y = 144.50585
x = -4.47548, y = 327.10806
x = 0.15425, y = 0.18228
x = 2.46206, y = 60.19293
x = -1.76426, y = 5.54533
x = -0.64797, y = -0.32388
x = 2.14284, y = 37.65854
x = 3.22438, y = 155.23387
x = 2.07145, y = 33.66272
x = -0.28009, y = -0.21746
x = -0.15712, y = -0.13571
x = 2.37801, y = 53.45845
x = -3.13261, y = 72.23965
x = 2.78682, y = 92.51355
x = 2.78682, y = 92.51332
x = 4.67009, y = 604.00000
x = -2.15206, y = 13.96197
x = -2.53064, y = 28.68017
x = -1.18559, y = 0.52934
x = 2.14999, y = 38.07767
x = -0.04075, y = -0.03916
x = -3.53831, y = 121.42415
x = -0.40337, y = -0.27982
x = 3.08490, y = 132.52512
x = 4.77098, y = 654.25253
x = 3.52670, y = 214.52270
x = 1.06248, y = 4.66509
x = -0.25676, y = -0.20342
x = -4.67333, y = 392.08868
x = -3.39648, y = 102.03860
x = -3.59684, y = 130.17935
x = -1.08418, y = 0.19854
x = 4.35396, y = 465.21424
x = -2.53237, y = 28.76606
x = -4.48812, y = 330.99957
x = 0.84851, y = 2.69771
x = -2.72501, y = 39.60627
x = -1.27507, y = 0.92098
x = 1.45170, y = 11.05988

52
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.stt Normal file
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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 0.0000 0.0002 0.0000 13.130 3.653 16 4 14 5 0.0000 0.0002 0.0000 13.130 3.653 16 4 14 5
1 0 0.0000 0.0002 0.0000 13.412 4.122 16 4 13 5 0.0000 0.0002 0.0000 13.271 3.888 16 4 14 5
2 0 0.0000 0.0001 0.0000 14.202 4.513 41 8 35 9 0.0000 0.0002 0.0000 13.582 4.096 16 4 14 5
3 0 0.0000 0.0001 0.0000 14.742 4.754 8 4 18 8 0.0000 0.0002 0.0000 13.872 4.261 16 4 14 5
4 0 0.0000 0.0001 0.0000 15.458 5.025 36 7 23 7 0.0000 0.0002 0.0000 14.189 4.413 16 4 14 5
5 0 0.0000 0.0001 0.0000 15.857 5.234 37 7 29 8 0.0000 0.0002 0.0000 14.467 4.550 16 4 14 5
6 0 0.0000 0.0001 0.0000 16.551 5.410 8 4 32 14 0.0000 0.0002 0.0000 14.765 4.673 16 4 14 5
7 0 0.0000 0.0002 0.0000 16.827 5.508 20 5 17 6 0.0000 0.0002 0.0000 15.023 4.777 20 5 14 5
8 0 0.0000 0.0002 0.0000 17.571 5.703 27 9 13 7 0.0000 0.0002 0.0000 15.306 4.880 27 9 14 5
9 0 0.0000 0.0002 0.0000 18.106 5.841 24 8 49 9 0.0000 0.0002 0.0000 15.586 4.976 27 9 14 5
10 0 0.0000 0.0002 0.0000 18.745 6.101 27 9 13 6 0.0000 0.0002 0.0000 15.873 5.078 27 9 14 5
11 0 0.0000 0.0003 0.0000 19.356 6.240 32 7 15 5 0.0000 0.0003 0.0000 16.163 5.175 32 7 14 5
12 0 0.0000 0.0005 0.0000 20.411 6.420 32 8 15 6 0.0000 0.0005 0.0000 16.490 5.271 32 8 14 5
13 0 0.0000 0.0005 0.0000 21.967 6.679 32 8 33 10 0.0000 0.0005 0.0000 16.881 5.372 32 8 14 5
14 0 0.0001 0.0006 0.0000 24.202 7.146 33 8 36 15 0.0000 0.0006 0.0000 17.369 5.490 33 8 14 5
15 0 0.0001 0.0008 0.0000 27.948 7.750 47 11 7 4 0.0000 0.0008 0.0000 18.030 5.631 47 11 14 5
16 0 0.0001 0.0043 0.0000 32.690 8.431 39 8 67 11 0.0000 0.0043 0.0000 18.893 5.796 39 8 14 5
17 0 0.0002 0.0058 0.0000 38.260 9.147 38 8 52 11 0.0001 0.0058 0.0000 19.969 5.982 38 8 14 5
18 0 0.0004 0.0096 0.0000 42.767 9.645 41 8 71 16 0.0001 0.0096 0.0000 21.169 6.175 41 8 14 5
19 0 0.0010 0.0116 0.0000 43.425 9.411 41 8 67 12 0.0001 0.0116 0.0000 22.281 6.337 41 8 14 5
20 0 0.0017 0.0099 0.0000 43.626 9.313 41 8 46 12 0.0002 0.0116 0.0000 23.298 6.478 41 8 14 5
21 0 0.0020 0.0085 0.0000 46.562 9.652 34 8 71 14 0.0003 0.0116 0.0000 24.355 6.623 41 8 14 5
22 0 0.0021 0.0086 0.0000 49.824 10.142 24 8 45 8 0.0004 0.0116 0.0000 25.463 6.776 41 8 14 5
23 0 0.0023 0.0084 0.0000 53.420 10.607 29 8 67 12 0.0004 0.0116 0.0000 26.628 6.935 41 8 14 5
24 0 0.0025 0.0087 0.0000 57.875 11.124 57 10 66 10 0.0005 0.0116 0.0000 27.877 7.103 41 8 14 5
25 0 0.0026 0.0082 0.0000 61.222 11.568 76 17 69 16 0.0006 0.0116 0.0000 29.160 7.275 41 8 14 5
26 0 0.0027 0.0097 0.0000 64.722 11.904 54 14 34 8 0.0007 0.0116 0.0000 30.477 7.446 41 8 14 5
27 0 0.0029 0.0088 0.0000 67.130 12.143 76 15 71 14 0.0008 0.0116 0.0000 31.786 7.614 41 8 14 5
28 0 0.0029 0.0101 0.0000 69.983 12.353 36 8 100 15 0.0008 0.0116 0.0000 33.103 7.777 41 8 14 5
29 0 0.0030 0.0086 0.0000 72.006 12.569 36 8 78 14 0.0009 0.0116 0.0000 34.400 7.937 41 8 14 5
30 0 0.0030 0.0101 0.0000 73.682 12.697 72 14 77 13 0.0010 0.0116 0.0000 35.667 8.091 41 8 14 5
31 0 0.0031 0.0102 0.0000 75.515 12.852 73 14 119 17 0.0010 0.0116 0.0000 36.912 8.239 41 8 14 5
32 0 0.0032 0.0102 0.0000 76.872 12.939 71 14 80 13 0.0011 0.0116 0.0000 38.123 8.382 41 8 14 5
33 0 0.0033 0.0122 0.0000 80.269 13.238 80 14 105 14 0.0012 0.0122 0.0000 39.363 8.525 80 14 14 5
34 0 0.0035 0.0128 0.0000 81.952 13.405 44 9 104 15 0.0012 0.0128 0.0000 40.580 8.664 44 9 14 5
35 0 0.0037 0.0116 0.0000 82.982 13.510 88 14 68 11 0.0013 0.0128 0.0000 41.758 8.799 44 9 14 5
36 0 0.0039 0.0128 0.0000 83.013 13.532 46 9 39 8 0.0014 0.0128 0.0000 42.873 8.926 44 9 14 5
37 0 0.0041 0.0116 0.0000 84.320 13.704 79 13 111 15 0.0014 0.0128 0.0000 43.963 9.052 44 9 14 5
38 0 0.0042 0.0126 0.0000 84.520 13.697 82 16 49 12 0.0015 0.0128 0.0000 45.003 9.171 44 9 14 5
39 0 0.0045 0.0119 0.0000 85.794 13.814 122 17 31 9 0.0016 0.0128 0.0000 46.023 9.287 44 9 14 5
40 0 0.0046 0.0122 0.0000 86.698 13.880 94 17 77 16 0.0017 0.0128 0.0000 47.015 9.399 44 9 14 5
41 0 0.0047 0.0124 0.0000 87.818 13.933 94 16 108 17 0.0017 0.0128 0.0000 47.987 9.507 44 9 14 5
42 0 0.0048 0.0129 0.0000 89.766 14.067 68 14 94 15 0.0018 0.0129 0.0000 48.958 9.613 68 14 14 5
43 0 0.0049 0.0124 0.0000 89.900 14.097 97 15 29 8 0.0019 0.0129 0.0000 49.889 9.715 68 14 14 5
44 0 0.0050 0.0126 0.0000 90.349 14.116 96 15 137 16 0.0019 0.0129 0.0000 50.788 9.813 68 14 14 5
45 0 0.0050 0.0121 0.0000 90.715 14.147 123 17 118 14 0.0020 0.0129 0.0000 51.656 9.907 68 14 14 5
46 0 0.0052 0.0120 0.0000 92.381 14.201 83 12 9 4 0.0021 0.0129 0.0000 52.522 9.999 68 14 14 5
47 0 0.0052 0.0125 0.0000 93.718 14.266 90 15 89 16 0.0021 0.0129 0.0000 53.381 10.088 68 14 14 5
48 0 0.0052 0.0148 0.0000 94.231 14.231 91 16 75 14 0.0022 0.0148 0.0000 54.214 10.172 91 16 14 5
49 0 0.0053 0.0134 0.0000 95.082 14.223 122 17 119 17 0.0023 0.0148 0.0000 55.032 10.253 91 16 14 5
50 0 0.0053 0.0135 0.0000 96.497 14.343 112 16 32 8 0.0023 0.0148 0.0000 55.845 10.333 91 16 14 5

202
PartA/crossover_100_mutation_100_elitism_0/run_7/regress.sys Normal file
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 1311.
creating initial population(s):
5630 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (0s 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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 25.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 26.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 27.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (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. (0s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 39.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 42.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 43.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 44.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 45.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 46.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 47.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 48.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 49.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 50.
evaluation complete. (0s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 284561882
freed: 283559282
not freed: 1002600
max allocated: 11200989
malloc'ed blocks: 750447
realloc'ed blocks: 12
free'ed blocks: 750297
------- time -------
overall: 7s wall
evaluation: 3s wall
breeding: 4s wall
------- generation spaces -------
space 0 size: 400
space 1 size: 100
------- ephemeral random constants -------
used: 143869
freed: 143869
allocated: 16000
blocks: 31

32
PartA/crossover_100_mutation_100_elitism_0/run_8/regress.bst Normal file
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=== BEST-OF-RUN ===
generation: 49
nodes: 69
depth: 17
hits: 187
TOP INDIVIDUAL:
-- #1 --
hits: 187
raw fitness: 0.8918
standardized fitness: 0.8918
adjusted fitness: 0.5286
TREE:
(+ (* x x)
(+ (+ 0.59093 x)
(- (* (- x
(sin (log (+ (log (sin (* 0.90139 -0.41150))) 0.80157))))
(* x
(* x x)))
(sin (cos (cos (log (* (+ (/ (- (- 0.36684
(+ (+ 0.13185 0.82034) 0.38921))
(/ -0.92512 0.01134))
(sin (log 0.51407)))
(+ (- x
(exp (cos (cos x))))
(+ (* (* -0.97065
(log (cos (log (cos x)))))
(* (sin 0.68262) x)) x))) -0.28416))))))))
TREE-equ:
y = ((x * x) + ((0.59093 + x) + (((x - sin(log((log(sin((0.90139 * -0.41150))) + 0.80157)))) * (x * (x * x))) - sin(cos(cos(log((((((0.36684 - ((0.13185 + 0.82034) + 0.38921)) - (-0.92512 / 0.01134)) / sin(log(0.51407))) + ((x - exp(cos(cos(x)))) + (((-0.97065 * log(cos(log(cos(x))))) * (sin(0.68262) * x)) + x))) * -0.28416))))))))

2
PartA/crossover_100_mutation_100_elitism_0/run_8/regress.fn Normal file
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y = ((x * x) + ((0.59093 + x) + (((x - sin(log((log(sin((0.90139 * -0.41150))) + 0.80157)))) * (x * (x * x))) - sin(cos(cos(log((((((0.36684 - ((0.13185 + 0.82034) + 0.38921)) - (-0.92512 / 0.01134)) / sin(log(0.51407))) + ((x - exp(cos(cos(x)))) + (((-0.97065 * log(cos(log(cos(x))))) * (sin(0.68262) * x)) + x))) * -0.28416))))))))

0
PartA/crossover_100_mutation_100_elitism_0/run_8/regress.gen Normal file
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1216
PartA/crossover_100_mutation_100_elitism_0/run_8/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_0/run_8/regress.prg Normal file
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not starting from checkpoint file.
200 fitness cases:
x = 1.52636, y = 12.84019
x = -2.85386, y = 48.38079
x = -0.09966, y = -0.09062
x = -2.97260, y = 57.67749
x = 3.55227, y = 220.22640
x = -0.06671, y = -0.06254
x = -3.35075, y = 96.31384
x = -0.65099, y = -0.32349
x = 4.87072, y = 706.97124
x = -0.83668, y = -0.23230
x = 1.23723, y = 7.00494
x = -4.16235, y = 241.21174
x = -4.95605, y = 501.18510
x = -3.18079, y = 77.11752
x = -4.94539, y = 496.70008
x = -0.39897, y = -0.27796
x = 0.18408, y = 0.22535
x = -3.96058, y = 195.65649
x = 0.15118, y = 0.17802
x = -1.52997, y = 2.70886
x = -4.07959, y = 221.65698
x = 0.45231, y = 0.79128
x = -3.18273, y = 77.31938
x = -3.71542, y = 149.36046
x = -2.33939, y = 20.28145
x = -4.66018, y = 387.48978
x = 3.95808, y = 327.06933
x = 0.10812, y = 0.12121
x = 4.59573, y = 568.86892
x = 4.45407, y = 506.23280
x = 0.10668, y = 0.11941
x = 2.40528, y = 55.57662
x = -3.70107, y = 146.93221
x = -4.56181, y = 354.37853
x = 2.94238, y = 112.02824
x = 4.74845, y = 642.76701
x = 3.77897, y = 275.96047
x = -2.26578, y = 17.59139
x = 4.44253, y = 501.36801
x = -1.44835, y = 2.01159
x = -0.60238, y = -0.32643
x = 2.93592, y = 111.15977
x = -1.05288, y = 0.11739
x = -2.70565, y = 38.39846
x = -4.00778, y = 205.67720
x = -1.23128, y = 0.71651
x = 4.18568, y = 401.98550
x = 3.02696, y = 123.87466
x = -2.80194, y = 44.68739
x = 2.62094, y = 74.68240
x = 4.62170, y = 580.95430
x = 4.79136, y = 664.77370
x = -4.96731, y = 505.95594
x = -4.42226, y = 311.10314
x = -0.15211, y = -0.13196
x = 4.12109, y = 379.52811
x = -4.15280, y = 238.89014
x = -0.53785, y = -0.32047
x = -0.91498, y = -0.14292
x = 3.80382, y = 282.66437
x = 1.15432, y = 5.80033
x = 3.91502, y = 314.17921
x = -0.09352, y = -0.08551
x = 1.31907, y = 8.38161
x = 4.76570, y = 651.54388
x = 3.30131, y = 168.95993
x = 1.89052, y = 24.99555
x = 2.74961, y = 88.25640
x = -4.17301, y = 243.82072
x = 1.28590, y = 7.79988
x = 0.41535, y = 0.68929
x = 2.15712, y = 38.49963
x = 3.84136, y = 293.02077
x = 2.53024, y = 66.11831
x = -1.15167, y = 0.40634
x = -3.87094, y = 177.63690
x = 0.41962, y = 0.70058
x = -3.76047, y = 157.17557
x = 1.43669, y = 10.72658
x = -1.46048, y = 2.10698
x = 4.49262, y = 522.73319
x = -0.50407, y = -0.31350
x = -3.97691, y = 199.08015
x = -4.20809, y = 252.55650
x = -1.70025, y = 4.63245
x = 1.19166, y = 6.32046
x = -2.50120, y = 27.24499
x = -0.02014, y = -0.01974
x = -4.32751, y = 284.07044
x = 4.64107, y = 590.10035
x = -2.14207, y = 13.67161
x = -3.97064, y = 197.76028
x = -3.09276, y = 68.38240
x = -1.84337, y = 6.83736
x = 3.13629, y = 140.57555
x = 2.24051, y = 43.70648
x = 4.09456, y = 370.58670
x = 1.41688, y = 10.29916
x = 3.44602, y = 197.25882
x = 4.86317, y = 702.87102
x = 3.34910, y = 177.94006
x = 2.94615, y = 112.53714
x = -3.40973, y = 103.74415
x = 3.65854, y = 245.16767
x = 3.12832, y = 139.30348
x = 0.12576, y = 0.14382
x = 3.76827, y = 273.11196
x = 4.24078, y = 421.92445
x = 2.27799, y = 46.21639
x = 3.65623, y = 244.60494
x = 1.62229, y = 15.45014
x = 0.86734, y = 2.83804
x = -1.21034, y = 0.62753
x = -0.55605, y = -0.32319
x = 0.94589, y = 3.48742
x = 0.12496, y = 0.14277
x = 2.00779, y = 30.38350
x = -3.25015, y = 84.56701
x = 3.18278, y = 148.17374
x = -2.47481, y = 26.00420
x = 4.20675, y = 409.52300
x = -4.52636, y = 342.98033
x = 4.30359, y = 445.55365
x = -4.03618, y = 211.89090
x = 2.93680, y = 111.27756
x = 2.46920, y = 60.79369
x = 0.56685, y = 1.17355
x = -4.81718, y = 445.08630
x = 4.40192, y = 484.53740
x = 3.72257, y = 261.19627
x = -2.63921, y = 34.46025
x = 1.17883, y = 6.13778
x = -1.03846, y = 0.08301
x = 2.78046, y = 91.77440
x = 1.91724, y = 26.15185
x = -1.37472, y = 1.48867
x = -4.29373, y = 274.87256
x = 1.57914, y = 14.22926
x = -0.15398, y = -0.13336
x = 3.17479, y = 146.84550
x = 4.18387, y = 401.34322
x = -4.25106, y = 263.57611
x = 1.79708, y = 21.25981
x = 3.14730, y = 142.34725
x = -4.56567, y = 355.63600
x = -2.61571, y = 33.14205
x = -3.27423, y = 87.27535
x = -4.05658, y = 216.44021
x = 0.21983, y = 0.28112
x = -4.33291, y = 285.56185
x = -3.32634, y = 93.35826
x = 3.91174, y = 313.21208
x = 2.01496, y = 30.74021
x = 4.72345, y = 630.19805
x = 2.50238, y = 63.64533
x = -2.82973, y = 46.63716
x = -1.01539, y = 0.03173
x = -1.19019, y = 0.54701
x = -3.25870, y = 85.52171
x = -0.49696, y = -0.31173
x = -0.58051, y = -0.32558
x = -2.81088, y = 45.30767
x = -0.60524, y = -0.32645
x = 4.10320, y = 373.48161
x = 4.47236, y = 514.01112
x = 0.87334, y = 2.88396
x = 4.07026, y = 362.53669
x = 0.64236, y = 1.49030
x = -0.99038, y = -0.01888
x = -1.43839, y = 1.93524
x = -1.60081, y = 3.42644
x = 1.06437, y = 4.68650
x = 1.53002, y = 12.93285
x = 2.51569, y = 64.81800
x = -4.14847, y = 237.84335
x = -4.70499, y = 403.32269
x = -1.54132, y = 2.81649
x = 4.58014, y = 561.70216
x = -1.53856, y = 2.79006
x = 0.76653, y = 2.14972
x = -1.51541, y = 2.57475
x = -3.24296, y = 83.77139
x = 3.44152, y = 196.32911
x = -0.10113, y = -0.09183
x = -0.69693, y = -0.31381
x = -4.82833, y = 449.40913
x = -3.21593, y = 80.82747
x = -0.14166, y = -0.12403
x = 3.30810, y = 170.21391
x = -3.95611, y = 194.72592
x = -0.44498, y = -0.29588
x = 0.06391, y = 0.06828
x = -2.43048, y = 24.01466
x = -3.71559, y = 149.38854
x = -0.22440, y = -0.18281
x = -1.88050, y = 7.51110
x = -0.78108, y = -0.27532
x = 4.28139, y = 437.08925
x = 2.29577, y = 47.44485
x = -4.86068, y = 462.12389

52
PartA/crossover_100_mutation_100_elitism_0/run_8/regress.stt Normal file
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@ -0,0 +1,52 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.0000 0.0001 0.0000 13.445 3.713 8 3 12 3 0.0000 0.0001 0.0000 13.445 3.713 8 3 12 3
1 0 0.0000 0.0001 0.0000 13.459 4.178 8 3 38 7 0.0000 0.0001 0.0000 13.452 3.946 8 3 12 3
2 0 0.0000 0.0001 0.0000 14.414 4.554 13 6 7 4 0.0000 0.0001 0.0000 13.773 4.148 13 6 12 3
3 0 0.0000 0.0001 0.0000 14.617 4.772 33 5 17 6 0.0000 0.0001 0.0000 13.984 4.304 13 6 12 3
4 0 0.0000 0.0001 0.0000 15.468 5.070 9 3 10 4 0.0000 0.0001 0.0000 14.280 4.457 9 3 12 3
5 0 0.0000 0.0001 0.0000 15.673 5.151 19 5 6 4 0.0000 0.0001 0.0000 14.513 4.573 9 3 12 3
6 0 0.0000 0.0001 0.0000 15.894 5.286 21 7 15 7 0.0000 0.0001 0.0000 14.710 4.675 9 3 12 3
7 0 0.0000 0.0001 0.0000 16.190 5.425 21 7 27 9 0.0000 0.0001 0.0000 14.895 4.769 9 3 12 3
8 0 0.0000 0.0001 0.0000 17.002 5.592 14 5 28 7 0.0000 0.0001 0.0000 15.129 4.860 9 3 12 3
9 0 0.0000 0.0001 0.0000 17.919 5.845 12 4 9 5 0.0000 0.0001 0.0000 15.408 4.959 9 3 12 3
10 0 0.0000 0.0001 0.0000 19.043 6.058 9 3 28 10 0.0000 0.0001 0.0000 15.739 5.059 9 3 12 3
11 0 0.0000 0.0006 0.0000 19.815 6.203 31 10 14 4 0.0000 0.0006 0.0000 16.078 5.154 31 10 12 3
12 0 0.0000 0.0006 0.0000 20.786 6.311 27 10 6 4 0.0000 0.0006 0.0000 16.440 5.243 27 10 12 3
13 0 0.0000 0.0015 0.0000 23.135 6.719 30 10 24 7 0.0000 0.0015 0.0000 16.919 5.348 30 10 12 3
14 0 0.0001 0.0015 0.0000 27.516 7.584 42 10 35 11 0.0000 0.0015 0.0000 17.625 5.497 42 10 12 3
15 0 0.0002 0.0018 0.0000 34.402 9.034 35 11 47 12 0.0000 0.0018 0.0000 18.674 5.718 35 11 12 3
16 0 0.0002 0.0038 0.0000 39.552 9.988 30 10 55 13 0.0001 0.0038 0.0000 19.902 5.970 30 10 12 3
17 0 0.0003 0.0041 0.0000 43.399 10.548 73 13 81 17 0.0001 0.0041 0.0000 21.207 6.224 73 13 12 3
18 0 0.0004 0.0066 0.0000 47.428 11.057 50 10 49 11 0.0001 0.0066 0.0000 22.587 6.478 50 10 12 3
19 0 0.0006 0.0077 0.0000 51.281 11.441 39 14 9 4 0.0001 0.0077 0.0000 24.022 6.726 39 14 12 3
20 0 0.0010 0.0186 0.0000 54.665 11.804 50 10 75 17 0.0002 0.0186 0.0000 25.481 6.968 50 10 12 3
21 0 0.0019 0.0190 0.0000 58.651 12.192 37 10 45 11 0.0002 0.0190 0.0000 26.989 7.206 37 10 12 3
22 0 0.0025 0.0171 0.0000 61.949 12.432 45 10 121 16 0.0003 0.0190 0.0000 28.509 7.433 37 10 12 3
23 0 0.0029 0.0235 0.0000 64.410 12.622 38 10 40 10 0.0004 0.0235 0.0000 30.005 7.649 38 10 12 3
24 0 0.0032 0.0327 0.0000 66.357 12.756 32 11 69 10 0.0005 0.0327 0.0000 31.459 7.853 32 11 12 3
25 0 0.0035 0.0264 0.0000 68.252 12.941 31 13 70 14 0.0007 0.0327 0.0000 32.874 8.049 32 11 12 3
26 0 0.0040 0.0279 0.0000 71.801 13.249 47 13 80 15 0.0008 0.0327 0.0000 34.316 8.242 32 11 12 3
27 0 0.0049 0.0287 0.0000 74.621 13.572 39 13 131 17 0.0009 0.0327 0.0000 35.755 8.432 32 11 12 3
28 0 0.0059 0.0301 0.0000 77.405 13.902 48 13 59 17 0.0011 0.0327 0.0000 37.191 8.621 32 11 12 3
29 0 0.0067 0.0341 0.0000 80.681 14.191 33 13 105 17 0.0013 0.0341 0.0000 38.641 8.806 33 13 12 3
30 0 0.0073 0.0457 0.0000 82.899 14.435 32 10 58 14 0.0015 0.0457 0.0000 40.069 8.988 32 10 12 3
31 0 0.0081 0.0750 0.0000 84.357 14.560 28 10 93 15 0.0017 0.0750 0.0000 41.453 9.162 28 10 12 3
32 0 0.0084 0.0616 0.0000 84.724 14.524 28 11 126 16 0.0019 0.0750 0.0000 42.764 9.324 28 10 12 3
33 0 0.0086 0.0375 0.0000 84.401 14.480 49 13 102 14 0.0021 0.0750 0.0000 43.989 9.476 28 10 12 3
34 0 0.0093 0.0356 0.0000 84.808 14.457 69 13 42 8 0.0023 0.0750 0.0000 45.155 9.618 28 10 12 3
35 0 0.0100 0.0603 0.0000 85.133 14.460 80 17 78 14 0.0025 0.0750 0.0000 46.265 9.753 28 10 12 3
36 0 0.0106 0.0688 0.0000 85.398 14.420 73 17 105 17 0.0027 0.0750 0.0000 47.323 9.879 28 10 12 3
37 0 0.0112 0.2633 0.0000 85.633 14.402 31 11 148 17 0.0030 0.2633 0.0000 48.331 9.998 31 11 12 3
38 0 0.0120 0.0743 0.0000 86.424 14.463 70 17 50 10 0.0032 0.2633 0.0000 49.308 10.113 31 11 12 3
39 0 0.0131 0.2931 0.0000 86.888 14.487 29 11 86 17 0.0034 0.2931 0.0000 50.247 10.222 29 11 12 3
40 0 0.0150 0.2944 0.0000 86.297 14.460 36 11 117 17 0.0037 0.2944 0.0000 51.127 10.325 36 11 12 3
41 0 0.0171 0.2963 0.0000 82.642 14.346 36 11 84 15 0.0040 0.2963 0.0000 51.877 10.421 36 11 12 3
42 0 0.0208 0.2963 0.0000 78.747 14.323 36 11 36 10 0.0044 0.2963 0.0000 52.502 10.512 36 11 12 3
43 0 0.0254 0.2944 0.0000 73.464 14.304 36 11 46 11 0.0049 0.2963 0.0000 52.978 10.598 36 11 12 3
44 0 0.0290 0.2944 0.0000 69.415 14.384 36 11 63 13 0.0054 0.2963 0.0000 53.344 10.682 36 11 12 3
45 0 0.0316 0.2944 0.0000 66.764 14.350 36 11 89 17 0.0060 0.2963 0.0000 53.635 10.762 36 11 12 3
46 0 0.0348 0.4255 0.0000 66.484 14.444 58 14 91 17 0.0066 0.4255 0.0000 53.909 10.840 58 14 12 3
47 0 0.0360 0.4255 0.0000 64.582 14.304 58 14 80 17 0.0072 0.4255 0.0000 54.131 10.912 58 14 12 3
48 0 0.0390 0.4669 0.0000 63.660 14.225 61 14 59 15 0.0079 0.4669 0.0000 54.325 10.980 61 14 12 3
49 0 0.0473 0.5286 0.0000 65.115 14.486 69 17 39 11 0.0087 0.5286 0.0000 54.541 11.050 69 17 12 3
50 0 0.0599 0.5286 0.0000 65.020 14.497 69 17 33 11 0.0097 0.5286 0.0000 54.747 11.118 69 17 12 3

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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 96.
creating initial population(s):
5632 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 39.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 42.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 43.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 44.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 45.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 46.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 47.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 48.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 49.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 50.
evaluation complete. (1s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 278369792
freed: 277367192
not freed: 1002600
max allocated: 10224483
malloc'ed blocks: 743722
realloc'ed blocks: 12
free'ed blocks: 743572
------- time -------
overall: 7s wall
evaluation: 5s wall
breeding: 2s wall
------- generation spaces -------
space 0 size: 400
space 1 size: 100
------- ephemeral random constants -------
used: 144201
freed: 144201
allocated: 16000
blocks: 31

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=== BEST-OF-RUN ===
generation: 20
nodes: 24
depth: 5
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 0.0000
standardized fitness: 0.0000
adjusted fitness: 1.0000
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (* (* x x) x) x))
(- (* x x)
(log (- x x))))
TREE-equ:
y = ((((x * x) * (x * x)) + (((x * x) * x) + x)) + ((x * x) - log((x - x))))

2
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y = ((((x * x) * (x * x)) + (((x * x) * x) + x)) + ((x * x) - log((x - x))))

0
PartA/crossover_100_mutation_100_elitism_0/run_9/regress.gen Normal file
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504
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@ -0,0 +1,504 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 11
depth: 3
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 6919.9589
standardized fitness: 6919.9589
adjusted fitness: 0.0001
TREE:
(+ (* (* x x)
(* x x))
(exp (exp 0.20073)))
=== BEST-OF-RUN ===
current generation: 1
generation: 1
nodes: 7
depth: 2
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 6868.3559
standardized fitness: 6868.3559
adjusted fitness: 0.0001
TREE:
(* (* x x)
(* x x))
=== BEST-OF-RUN ===
current generation: 2
generation: 2
nodes: 15
depth: 5
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 6843.4245
standardized fitness: 6843.4245
adjusted fitness: 0.0001
TREE:
(+ (* (* x x)
(* x x))
(sin (exp (+ -0.13335
(+ x -0.80502)))))
=== BEST-OF-RUN ===
current generation: 3
generation: 3
nodes: 11
depth: 3
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 6840.5162
standardized fitness: 6840.5162
adjusted fitness: 0.0001
TREE:
(+ (* (* x x)
(* x x))
(exp (sin x)))
=== BEST-OF-RUN ===
current generation: 4
generation: 4
nodes: 28
depth: 8
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 4285.5116
standardized fitness: 4285.5116
adjusted fitness: 0.0002
TREE:
(* (sin -0.44370)
(* (* x
(- (sin (exp (cos (exp -0.80171))))
(* (+ 0.77707 x)
(/ x -0.39193))))
(- (log (- (log -0.06602)
(- -0.97680 0.25231))) x)))
=== BEST-OF-RUN ===
current generation: 5
generation: 5
nodes: 10
depth: 3
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3843.2560
standardized fitness: 3843.2560
adjusted fitness: 0.0003
TREE:
(+ (* (* x x)
(* x x))
(exp x))
=== BEST-OF-RUN ===
current generation: 6
generation: 6
nodes: 42
depth: 11
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3433.4323
standardized fitness: 3433.4323
adjusted fitness: 0.0003
TREE:
(* (sin -0.44370)
(* (* x
(- (sin (exp (exp (cos 0.26201))))
(* (* x 0.85361)
(/ x -0.39193))))
(- (log (* (- (sin 0.69144)
(log (cos (- (cos (log x))
(+ (sin -0.88156)
(- -0.74503 -0.75212))))))
(cos (- -0.97603 0.98462)))) x)))
=== BEST-OF-RUN ===
current generation: 7
generation: 7
nodes: 19
depth: 6
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 2356.2240
standardized fitness: 2356.2240
adjusted fitness: 0.0004
TREE:
(* (sin -0.44370)
(* (* x
(- (sin -0.76685)
(* (+ 0.77707 x)
(/ x -0.39193))))
(- -0.54764 x)))
=== BEST-OF-RUN ===
current generation: 8
generation: 8
nodes: 43
depth: 12
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1519.5484
standardized fitness: 1519.5484
adjusted fitness: 0.0007
TREE:
(* (sin -0.44370)
(* (* x
(- (sin (exp (exp (cos 0.26201))))
(* (* x 0.85361)
(/ x -0.39193))))
(- (log (* (- (sin 0.69144)
(log (cos (- (cos (- 0.32313
(sin x)))
(/ 0.33046
(/ x 0.98293))))))
(cos (- -0.97603 0.98462)))) x)))
=== BEST-OF-RUN ===
current generation: 9
generation: 9
nodes: 33
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1347.4710
standardized fitness: 1347.4710
adjusted fitness: 0.0007
TREE:
(* (sin -0.44370)
(* (* x
(- (sin (* (sin (/ x
(cos -0.46005)))
(sin 0.32415)))
(* (+ 0.77707 x)
(/ x -0.39193))))
(- (log (- (log (exp -0.36230))
(- -0.97680 0.25231))) x)))
=== BEST-OF-RUN ===
current generation: 10
generation: 10
nodes: 49
depth: 12
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1115.2966
standardized fitness: 1115.2966
adjusted fitness: 0.0009
TREE:
(* (sin -0.44370)
(* (* x
(- (+ (log (* x x))
(+ (exp -0.97650)
(* x 0.19074)))
(* (* x 0.85361)
(/ x -0.39193))))
(- (log (* (- (sin 0.69144)
(log (cos (- (cos (- 0.32313
(sin x)))
(/ 0.33046
(/ x 0.98293))))))
(cos (- -0.97603 0.98462)))) x)))
=== BEST-OF-RUN ===
current generation: 11
generation: 11
nodes: 42
depth: 12
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 856.0167
standardized fitness: 856.0167
adjusted fitness: 0.0012
TREE:
(* (sin -0.44370)
(* (* x
(- (exp (/ -0.68785 -0.95008))
(* (* x 0.85361)
(/ x -0.39193))))
(- (log (* (- (sin 0.69144)
(log (cos (- (cos (- 0.32313
(sin x)))
(/ 0.33046
(/ x 0.98293))))))
(cos (- -0.97603 0.98462)))) x)))
=== BEST-OF-RUN ===
current generation: 12
generation: 12
nodes: 40
depth: 7
hits: 2
TOP INDIVIDUAL:
-- #1 --
hits: 2
raw fitness: 800.2637
standardized fitness: 800.2637
adjusted fitness: 0.0012
TREE:
(* (sin -0.44370)
(* (* x
(- (+ (log (* x x))
(+ (exp -0.97650)
(* x 0.19074)))
(* (* x 0.85361)
(/ x -0.39193))))
(- (log (* (/ (+ x -0.22176)
(- 0.04308 x))
(cos (- -0.97603 0.98462)))) x)))
=== BEST-OF-RUN ===
current generation: 13
generation: 13
nodes: 47
depth: 15
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 741.8830
standardized fitness: 741.8830
adjusted fitness: 0.0013
TREE:
(* (sin -0.44370)
(* (* x
(- x
(* (* x 0.85361)
(/ x -0.39193))))
(- (log (* (- (sin 0.69144)
(log (cos (- (log (exp (log 0.63138)))
(+ (sin -0.88156)
(sin (* (sin (/ 0.33046
(/ x 0.98293)))
(* x x))))))))
(cos (- -0.97603 0.98462)))) x)))
=== BEST-OF-RUN ===
current generation: 14
generation: 14
nodes: 46
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 530.5180
standardized fitness: 530.5180
adjusted fitness: 0.0019
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (+ (* (* x x) x) x)
(- (cos (* (- (* (* x x)
(* x x))
(log 0.90493)) 0.80307))
(exp 0.50328))))
(- (* x x)
(log (/ (+ -0.51380
(/ 0.97044 -0.81681))
(sin x)))))
=== BEST-OF-RUN ===
current generation: 15
generation: 15
nodes: 45
depth: 9
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 321.9363
standardized fitness: 321.9363
adjusted fitness: 0.0031
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (+ (* (* x x) x) x)
(- (cos (* (- (* (* x x)
(* x x))
(log 0.90493)) 0.80307)) 0.61123)))
(- (* x x)
(log (/ (+ -0.51380
(/ 0.97044 -0.81681))
(sin x)))))
=== BEST-OF-RUN ===
current generation: 16
generation: 16
nodes: 43
depth: 9
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 134.6465
standardized fitness: 134.6465
adjusted fitness: 0.0074
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (+ (* (* x x) x) x)
(- (cos (* (- (* (* x x)
(* x x))
(log 0.90493)) 0.80307)) 0.61123)))
(- (* x x)
(log (cos (cos (sin (- x x)))))))
=== BEST-OF-RUN ===
current generation: 17
generation: 17
nodes: 42
depth: 9
hits: 2
TOP INDIVIDUAL:
-- #1 --
hits: 2
raw fitness: 127.8535
standardized fitness: 127.8535
adjusted fitness: 0.0078
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (+ (* (* x x) x) x)
(- (cos (* (- (* (exp 0.50328)
(* x x))
(log 0.90493)) 0.80307)) 0.61123)))
(- (* x x)
(log (cos (cos (sin (- x x)))))))
=== BEST-OF-RUN ===
current generation: 18
generation: 18
nodes: 38
depth: 10
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 77.3014
standardized fitness: 77.3014
adjusted fitness: 0.0128
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (+ (* (* x x) x) x)
(* -0.08608 -0.43864)))
(- (* x x)
(log (cos (cos (sin (- (* (log (* x x)) x)
(+ x 0.88476))))))))
=== BEST-OF-RUN ===
current generation: 19
generation: 19
nodes: 59
depth: 17
hits: 58
TOP INDIVIDUAL:
-- #1 --
hits: 58
raw fitness: 3.7686
standardized fitness: 3.7686
adjusted fitness: 0.2097
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (+ (* (* x x) x) x)
(- (cos (* (sin (/ 0.33046
(/ (cos (log x))
(+ (* (exp (log (exp 0.99659)))
(* (log (* x
(- x
(* (+ 0.77707 x)
(/ x -0.39193))))) 0.81904))
(log -0.17707)))))
(sin 0.32415)))
(exp -0.44061))))
(- (* x x)
(sin 0.32415)))
=== BEST-OF-RUN ===
current generation: 20
generation: 20
nodes: 24
depth: 5
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 0.0000
standardized fitness: 0.0000
adjusted fitness: 1.0000
TREE:
(+ (+ (* (* x x)
(* x x))
(+ (* (* x x) x) x))
(- (* x x)
(log (- x x))))

202
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not starting from checkpoint file.
200 fitness cases:
x = -0.83273, y = -0.23588
x = -1.70446, y = 4.68910
x = -2.66994, y = 36.24241
x = 2.06133, y = 33.12386
x = -1.87308, y = 7.37276
x = 1.93094, y = 26.76092
x = -3.43628, y = 107.22515
x = 3.32506, y = 173.37869
x = -2.82013, y = 45.95646
x = 0.61137, y = 1.35337
x = -4.69300, y = 399.03864
x = 1.34767, y = 8.91018
x = -3.25392, y = 84.98734
x = 4.90641, y = 726.59313
x = -1.22406, y = 0.68520
x = 4.59231, y = 567.28840
x = -4.60150, y = 367.47062
x = 1.27179, y = 7.56247
x = 2.79953, y = 94.00266
x = -3.01392, y = 61.20615
x = -0.62636, y = -0.32585
x = -1.10609, y = 0.26092
x = -2.47623, y = 26.07006
x = -3.99562, y = 203.06057
x = -3.97904, y = 199.53102
x = -1.18890, y = 0.54204
x = 3.26356, y = 162.11314
x = -1.37653, y = 1.50043
x = -1.86464, y = 7.21784
x = 2.32292, y = 49.36983
x = 4.49813, y = 525.12493
x = 3.06645, y = 129.72309
x = -3.26887, y = 86.66679
x = 0.62059, y = 1.39304
x = 1.44986, y = 11.01843
x = -1.49197, y = 2.36790
x = 2.29049, y = 47.07773
x = 2.56260, y = 69.08214
x = 3.71493, y = 259.24298
x = -4.75813, y = 422.71878
x = 1.87453, y = 24.32226
x = -1.65253, y = 4.02310
x = 0.77665, y = 2.21211
x = 1.26210, y = 7.40269
x = 4.01562, y = 344.91667
x = -4.43758, y = 315.64983
x = -4.84912, y = 457.54974
x = 1.50463, y = 12.30023
x = 3.49686, y = 208.00931
x = 4.71617, y = 626.57432
x = 1.43580, y = 10.70704
x = 3.18721, y = 148.91322
x = 0.92899, y = 3.33859
x = 0.55146, y = 1.11577
x = 0.35356, y = 0.53840
x = 1.10081, y = 5.11495
x = -3.43560, y = 107.13491
x = 1.70947, y = 18.16722
x = -4.38853, y = 301.26686
x = 4.61890, y = 579.64212
x = 4.64045, y = 589.80321
x = -0.99888, y = -0.00224
x = 4.61013, y = 575.54800
x = -3.06200, y = 65.51155
x = 3.73685, y = 264.87605
x = 1.95953, y = 28.06729
x = -4.42898, y = 313.08954
x = 0.48398, y = 0.88645
x = -4.10921, y = 228.51431
x = -1.78648, y = 5.88915
x = 4.44143, y = 500.90722
x = -1.10613, y = 0.26103
x = 2.77493, y = 91.13666
x = 3.08337, y = 132.29019
x = 0.55028, y = 1.11142
x = 1.18643, y = 6.24547
x = 2.96492, y = 115.09615
x = 1.97230, y = 28.66639
x = 0.65081, y = 1.52943
x = -0.07985, y = -0.07394
x = -2.75330, y = 41.42221
x = -3.44592, y = 108.51074
x = -1.98801, y = 9.72688
x = -1.48354, y = 2.29615
x = 2.68248, y = 80.95806
x = 0.49701, y = 0.92781
x = 3.45632, y = 199.40305
x = 4.79313, y = 665.69670
x = 1.88374, y = 24.70831
x = 4.49032, y = 521.73874
x = -2.06300, y = 11.52608
x = -3.19349, y = 78.44329
x = 1.67181, y = 16.95115
x = 0.50140, y = 0.94207
x = -4.19956, y = 250.41075
x = -2.01934, y = 10.45207
x = 0.57254, y = 1.19546
x = 2.69328, y = 82.10054
x = -4.28818, y = 273.38471
x = -2.17081, y = 14.51862
x = -2.40250, y = 22.81828
x = -1.82142, y = 6.45979
x = -4.14618, y = 237.29258
x = -1.42329, y = 1.82290
x = 2.46947, y = 60.81657
x = -0.11829, y = -0.10575
x = 0.17522, y = 0.21224
x = -2.58747, y = 31.60740
x = 2.86899, y = 102.46599
x = 4.85656, y = 699.29590
x = 2.64449, y = 77.03803
x = -3.22873, y = 82.21208
x = 4.82573, y = 682.81110
x = -3.87885, y = 179.17406
x = 1.68189, y = 17.27024
x = 2.83394, y = 98.12520
x = 2.32931, y = 49.83137
x = -0.89127, y = -0.17389
x = -3.86244, y = 175.99492
x = 0.75619, y = 2.08740
x = -3.61300, y = 132.67885
x = -2.12226, y = 13.10891
x = -0.22784, y = -0.18506
x = 3.06159, y = 128.99220
x = -4.38398, y = 299.95853
x = 1.26285, y = 7.41501
x = -1.95995, y = 9.10888
x = -0.80178, y = -0.26110
x = -4.38611, y = 300.57060
x = -4.33143, y = 285.15306
x = -3.98879, y = 201.59966
x = 0.55238, y = 1.11916
x = 4.10331, y = 373.51925
x = 0.79426, y = 2.32412
x = 2.27566, y = 46.05735
x = -4.52457, y = 342.41357
x = -3.27165, y = 86.98270
x = -3.10916, y = 69.94996
x = 1.83457, y = 22.70227
x = 4.84854, y = 694.97899
x = 3.16770, y = 145.67457
x = -0.65241, y = -0.32329
x = 3.65558, y = 244.44570
x = -3.87245, y = 177.92875
x = 3.10333, y = 135.37018
x = -4.94074, y = 494.75440
x = 2.03435, y = 31.71994
x = 3.61022, y = 233.57472
x = -0.11462, y = -0.10281
x = -0.46241, y = -0.30174
x = 4.94061, y = 745.77632
x = -3.62568, y = 134.66471
x = 2.07939, y = 34.08998
x = -4.95675, y = 501.48321
x = -3.18202, y = 77.24530
x = 2.04512, y = 32.27467
x = -0.92474, y = -0.12912
x = 0.05956, y = 0.06333
x = 1.30105, y = 8.06145
x = 1.99404, y = 29.70925
x = -1.84663, y = 6.89475
x = -1.71563, y = 4.84149
x = 0.57796, y = 1.21665
x = 3.02045, y = 122.93092
x = -3.31114, y = 91.55180
x = -1.70310, y = 4.67078
x = -1.88431, y = 7.58279
x = 3.69818, y = 255.00163
x = -1.98218, y = 9.59609
x = 1.62263, y = 15.46020
x = -4.20041, y = 250.62446
x = 3.71910, y = 260.30733
x = 4.22335, y = 415.53685
x = 1.59997, y = 14.80867
x = 0.81558, y = 2.46573
x = -4.98732, y = 514.51785
x = 0.79835, y = 2.35081
x = -0.27108, y = -0.21212
x = 1.24362, y = 7.10545
x = -1.42910, y = 1.86560
x = -2.81241, y = 45.41476
x = 2.98049, y = 117.25357
x = 2.89717, y = 106.06098
x = -1.38015, y = 1.52406
x = 2.51520, y = 64.77437
x = 2.72684, y = 85.72755
x = 4.97442, y = 765.11954
x = -3.91714, y = 186.75980
x = -0.89460, y = -0.16975
x = -1.02123, y = 0.04430
x = 2.35974, y = 52.07480
x = -1.96984, y = 9.32335
x = 3.87302, y = 301.97879
x = -4.78806, y = 433.94924
x = 4.04895, y = 355.58388
x = 4.44860, y = 503.92196
x = 0.12425, y = 0.14184
x = -2.94439, y = 55.35783
x = 0.31197, y = 0.44912
x = 3.09065, y = 133.40720

22
PartA/crossover_100_mutation_100_elitism_0/run_9/regress.stt Normal file
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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 0.0000 0.0001 0.0000 13.178 3.644 11 3 15 4 0.0000 0.0001 0.0000 13.178 3.644 11 3 15 4
1 0 0.0000 0.0001 0.0000 13.375 4.137 7 2 10 6 0.0000 0.0001 0.0000 13.277 3.891 7 2 15 4
2 0 0.0000 0.0001 0.0000 14.134 4.534 15 5 15 5 0.0000 0.0001 0.0000 13.563 4.105 15 5 15 4
3 0 0.0000 0.0001 0.0000 14.877 4.801 11 3 18 5 0.0000 0.0001 0.0000 13.891 4.279 11 3 15 4
4 0 0.0000 0.0002 0.0000 15.510 5.028 28 8 6 5 0.0000 0.0002 0.0000 14.215 4.429 28 8 15 4
5 0 0.0000 0.0003 0.0000 16.161 5.219 10 3 41 9 0.0000 0.0003 0.0000 14.539 4.560 10 3 15 4
6 0 0.0000 0.0003 0.0000 16.738 5.388 42 11 15 6 0.0000 0.0003 0.0000 14.853 4.679 42 11 15 4
7 0 0.0000 0.0004 0.0000 17.459 5.573 19 6 9 6 0.0000 0.0004 0.0000 15.179 4.790 19 6 15 4
8 0 0.0000 0.0007 0.0000 18.760 5.890 43 12 38 11 0.0000 0.0007 0.0000 15.577 4.913 43 12 15 4
9 0 0.0001 0.0007 0.0000 21.066 6.335 33 9 24 6 0.0000 0.0007 0.0000 16.126 5.055 33 9 15 4
10 0 0.0001 0.0009 0.0000 25.198 7.048 49 12 12 5 0.0000 0.0009 0.0000 16.951 5.236 49 12 15 4
11 0 0.0001 0.0012 0.0000 29.541 7.818 42 12 49 12 0.0000 0.0012 0.0000 18.000 5.451 42 12 15 4
12 0 0.0001 0.0012 0.0000 34.385 8.676 40 7 31 10 0.0001 0.0012 0.0000 19.260 5.699 40 7 15 4
13 0 0.0002 0.0013 0.0000 38.893 9.495 47 15 64 13 0.0001 0.0013 0.0000 20.663 5.970 47 15 15 4
14 0 0.0002 0.0019 0.0000 43.993 10.338 46 9 60 12 0.0001 0.0019 0.0000 22.218 6.262 46 9 15 4
15 0 0.0003 0.0031 0.0000 48.874 11.110 45 9 98 15 0.0001 0.0031 0.0000 23.884 6.565 45 9 15 4
16 0 0.0004 0.0074 0.0000 52.885 11.718 43 9 44 10 0.0001 0.0074 0.0000 25.590 6.868 43 9 15 4
17 0 0.0004 0.0078 0.0000 56.347 12.162 42 9 69 17 0.0001 0.0078 0.0000 27.299 7.162 42 9 15 4
18 0 0.0006 0.0128 0.0000 58.762 12.387 38 10 116 16 0.0001 0.0128 0.0000 28.955 7.437 38 10 15 4
19 0 0.0014 0.2097 0.0000 58.555 12.034 59 17 33 8 0.0002 0.2097 0.0000 30.435 7.667 59 17 15 4
20 0 0.0071 1.0000 0.0000 54.181 11.086 24 5 48 11 0.0005 1.0000 0.0000 31.565 7.829 24 5 15 4

113
PartA/crossover_100_mutation_100_elitism_0/run_9/regress.sys Normal file
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 771.
creating initial population(s):
5660 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. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
user termination criterion met.
SYSTEM STATISTICS
------- memory -------
allocated: 72094091
freed: 71693051
not freed: 401040
max allocated: 7259616
malloc'ed blocks: 308728
realloc'ed blocks: 11
free'ed blocks: 308668
------- time -------
overall: 2s wall
evaluation: 2s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 300
space 1 size: 100
------- ephemeral random constants -------
used: 65923
freed: 65923
allocated: 16000
blocks: 31

54
PartA/crossover_100_mutation_100_elitism_2/aggregated.tsv Normal file
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Generation limit Mean: 33
Generation limit Mode: 50 (4)
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
2 0 0 0.00013 0 13.8616 4.4778 19 4 20 6 0 0.00013 0 13.3838 4.0942 19 4 15 5
3 0 0 0.00016 0 14.532 4.7752 21 4 19 6 0 0.00016 0 13.6707 4.2645 21 4 15 5
4 0 0 0.00016 0 15.1915 5.0203 21 4 19 6 0 0.00016 0 13.975 4.4155 21 4 15 5
5 0 0 0.0002 0 15.8877 5.2489 28 6 14 5 0 0.0002 0 14.2937 4.5545 28 6 17 5
6 0 0 0.00068 0 16.6425 5.4634 20 5 27 7 0 0.00068 0 14.6293 4.6843 20 5 17 5
7 0 2e-05 0.00202 0 17.6311 5.6943 24 6 14 6 0 0.00202 0 15.0044 4.8107 24 6 17 5
8 0 4e-05 0.0021 0 19.0261 5.9631 28 6 23 6 1e-05 0.0021 0 15.4512 4.9387 28 6 17 5
9 0 0.00011 0.00256 0 20.838 6.2925 29 6 17 6 1e-05 0.00256 0 15.99 5.074 29 6 17 5
10 0 0.00019 0.01102 0 23.3861 6.7358 29 7 25 8 2e-05 0.01102 0 16.6622 5.2251 29 7 17 5
11 0 0.00032 0.02571 0 26.7843 7.3298 28 6 30 9 6e-05 0.02571 0 17.5057 5.4003 28 6 17 5
12 0 0.00084 0.0298 0 30.6424 7.986 33 8 45 11 0.00015 0.0298 0 18.5164 5.5994 33 8 17 5
13 0 0.00241 0.0409 0 33.7966 8.5226 36 8 39 9 0.00031 0.0409 0 19.6078 5.8083 36 8 17 5
14 0 0.00473 0.15448 0 36.2347 8.9129 34 8 48 10 0.0006 0.15448 0 20.7163 6.0151 34 8 17 5
15 0 0.00687 0.07172 0 33.7284 8.348 34 7 38 9 0.00097 0.07172 0 19.4558 5.5962 34 7 14 4
16 0 0.00026 0.0067 0 31.0884 7.5484 26 6 32 8 7e-05 0.0067 0 17.8513 5.068 26 6 14 4
17 0 0.00041 0.03178 0 32.9783 7.8806 28 6 32 8 0.0001 0.03178 0 18.6918 5.2243 28 6 14 4
18 0 0.0021 0.09357 0 34.7295 8.2024 33 7 39 8 0.0002 0.09357 0 19.5358 5.381 33 7 14 4
19 0 0.00037 0.00346 0 32.8002 7.5586 28 6 43 8 9e-05 0.00346 0 17.7451 4.8349 28 6 12 3
20 0 0.00048 0.00393 0 34.4925 7.7532 28 6 41 8 0.00011 0.00393 0 18.5427 4.9737 28 6 12 3
21 0 0.00059 0.00567 0 36.3035 7.9463 29 6 34 7 0.00014 0.00567 0 19.35 5.109 29 6 12 3
22 0 0.00075 0.02742 0 37.9308 8.1041 43 8 38 7 0.00016 0.02742 0 20.1577 5.2391 43 8 12 3
23 0 0.001 0.09135 0 39.1953 8.226 43 8 34 7 0.0002 0.09135 0 20.9509 5.3637 43 8 12 3
24 0 0.00065 0.00371 0 34.9716 7.1174 40 7 40 7 0.00016 0.00371 0 18.318 4.618 40 7 10 3
25 0 0.00073 0.00397 0 36.2799 7.2425 39 7 33 7 0.00019 0.00397 0 19.0089 4.7191 39 7 10 3
26 0 0.00082 0.00665 0 37.4749 7.3423 31 5 46 7 0.00022 0.00665 0 19.6929 4.8162 31 5 10 3
27 0 0.00091 0.00697 0 38.5907 7.4439 35 6 33 6 0.00024 0.00697 0 20.3678 4.9101 35 6 10 3
28 0 0.00103 0.10366 0 39.59 7.5366 35 5 46 8 0.00026 0.10366 0 21.0306 5.0006 35 5 10 3
29 0 0.0007 0.00372 0 33.6571 6.2907 30 5 35 6 0.00021 0.00372 0 18.1225 4.2044 30 5 9 2
30 0 0.00073 0.00372 0 34.502 6.359 30 5 40 6 0.00022 0.00372 0 18.651 4.274 30 5 9 2
31 0 0.00079 0.0038 0 35.8169 6.4289 32 5 26 6 0.00025 0.0038 0 19.1873 4.3413 32 5 9 2
32 0 0.00095 0.00537 0 37.9798 6.4874 29 5 40 7 0.00026 0.00537 0 19.7568 4.4063 29 5 9 2
33 0 0.00121 0.06364 0 40.78 6.5281 45 6 43 6 0.00029 0.06364 0 20.3751 4.4687 45 6 9 2
34 0 0.00063 0.00333 0 31.8776 5.3021 27 4 29 5 0.00023 0.00333 0 16.342 3.5387 27 4 8 1
35 0 0.00066 0.00399 0 32.9896 5.373 35 5 28 4 0.00023 0.00399 0 16.8044 3.5896 35 5 8 1
36 0 0.00072 0.00675 0 34.1872 5.4552 31 5 34 6 0.00025 0.00675 0 17.2743 3.64 31 5 8 1
37 0 0.00077 0.00758 0 35.084 5.5098 35 4 21 4 0.00026 0.00758 0 17.7429 3.6892 35 4 8 1
38 0 0.00084 0.00803 0 35.7328 5.5478 35 4 38 5 0.00029 0.00803 0 18.2042 3.7369 35 4 8 1
39 0 0.00098 0.00819 0 36.5969 5.5795 34 4 35 5 0.00029 0.00819 0 18.664 3.783 34 4 8 1
40 0 0.00113 0.00832 0 37.4679 5.6359 35 4 21 3 0.00032 0.00832 0 19.1227 3.8282 35 4 8 1
41 0 0.00132 0.01066 0 38.9106 5.725 44 5 41 5 0.00034 0.01066 0 19.5938 3.8733 44 5 8 1
42 0 0.0015 0.01077 0 39.8449 5.7833 45 5 28 5 0.00037 0.01077 0 20.0646 3.9178 45 5 8 1
43 0 0.00174 0.01099 0 40.3849 5.8175 44 5 32 5 0.00039 0.01099 0 20.5265 3.961 44 5 8 1
44 0 0.00238 0.01698 0 41.2465 5.8517 46 5 41 6 0.00045 0.01698 0 20.987 4.0029 46 5 8 1
45 0 0.00361 0.0176 0 42.7593 5.8827 51 6 40 5 0.00052 0.0176 0 21.4603 4.0438 51 6 8 1
46 0 0.00439 0.01869 0 43.7159 5.9017 49 6 28 5 0.00061 0.01869 0 21.9339 4.0832 49 6 8 1
47 0 0.00479 0.01889 0 44.1655 5.9252 50 6 25 4 0.00069 0.01889 0 22.397 4.1217 50 6 8 1
48 0 0.00494 0.01983 0 44.3029 5.9265 52 6 40 5 0.00077 0.01983 0 22.8441 4.1586 52 6 8 1
49 0 0.00517 0.02118 0 44.7421 5.9337 48 6 49 6 0.00086 0.02118 0 23.282 4.1941 48 6 8 1
50 0 0.00557 0.02146 0 45.3866 5.9678 53 6 37 6 0.00095 0.02146 0 23.7153 4.2288 53 6 8 1
Can't render this file because it has a wrong number of fields in line 3.

53
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.bst Normal file
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@ -0,0 +1,53 @@
=== BEST-OF-RUN ===
generation: 50
nodes: 154
depth: 17
hits: 23
TOP INDIVIDUAL:
-- #1 --
hits: 23
raw fitness: 30.8484
standardized fitness: 30.8484
adjusted fitness: 0.0314
TREE:
(- (* (* x x)
(* (+ (* (* (sin (- x
(- (- (log (exp (* -0.17329 -0.71716)))
(sin (+ -0.40024 -0.40477)))
(* (/ (+ (exp x)
(cos (/ (cos (/ (exp x)
(- -0.23610 -0.83928)))
(cos (/ (log -0.05459) -0.77717)))))
(cos (cos (+ 0.54620
(sin x))))) 0.18996))))
(/ (/ (+ 0.11577 -0.66588)
(+ -0.61286 x))
(* (* (- x
(log (- x
(sin 0.30758)))) x)
(* x x))))
(+ -0.54716 0.14114))
(+ (exp (* (exp 0.39910)
(* (/ (+ 0.11577 -0.66588)
(- (/ (+ (/ x 0.47925)
(exp -0.07459))
(exp -0.07459))
(sin (- (+ (sin (* (- 0.55916 x)
(sin x)))
(+ (sin (* 0.03078 x)) x))
(sin 0.30758))))) -0.00914))) x)) x))
(* (/ x
(- (- (- x
(log (exp x)))
(cos (exp (log 0.54620))))
(* (/ x
(- x
(log (exp (/ (+ (sin (- (- x 0.31687)
(sin 0.30758)))
(exp x)) 0.74068)))))
(cos (cos (sin (* x 0.67751))))))) x))
TREE-equ:
y = (((x * x) * ((((sin((x - ((log(exp((-0.17329 * -0.71716))) - sin((-0.40024 + -0.40477))) - (((exp(x) + cos((cos((exp(x) / (-0.23610 - -0.83928))) / cos((log(-0.05459) / -0.77717))))) / cos(cos((0.54620 + sin(x))))) * 0.18996)))) * (((0.11577 + -0.66588) / (-0.61286 + x)) / (((x - log((x - sin(0.30758)))) * x) * (x * x)))) * (-0.54716 + 0.14114)) + (exp((exp(0.39910) * (((0.11577 + -0.66588) / ((((x / 0.47925) + exp(-0.07459)) / exp(-0.07459)) - sin(((sin(((0.55916 - x) * sin(x))) + (sin((0.03078 * x)) + x)) - sin(0.30758))))) * -0.00914))) + x)) * x)) - ((x / (((x - log(exp(x))) - cos(exp(log(0.54620)))) - ((x / (x - log(exp(((sin(((x - 0.31687) - sin(0.30758))) + exp(x)) / 0.74068))))) * cos(cos(sin((x * 0.67751))))))) * x))

2
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.fn Normal file
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@ -0,0 +1,2 @@
y = (((x * x) * ((((sin((x - ((log(exp((-0.17329 * -0.71716))) - sin((-0.40024 + -0.40477))) - (((exp(x) + cos((cos((exp(x) / (-0.23610 - -0.83928))) / cos((log(-0.05459) / -0.77717))))) / cos(cos((0.54620 + sin(x))))) * 0.18996)))) * (((0.11577 + -0.66588) / (-0.61286 + x)) / (((x - log((x - sin(0.30758)))) * x) * (x * x)))) * (-0.54716 + 0.14114)) + (exp((exp(0.39910) * (((0.11577 + -0.66588) / ((((x / 0.47925) + exp(-0.07459)) / exp(-0.07459)) - sin(((sin(((0.55916 - x) * sin(x))) + (sin((0.03078 * x)) + x)) - sin(0.30758))))) * -0.00914))) + x)) * x)) - ((x / (((x - log(exp(x))) - cos(exp(log(0.54620)))) - ((x / (x - log(exp(((sin(((x - 0.31687) - sin(0.30758))) + exp(x)) / 0.74068))))) * cos(cos(sin((x * 0.67751))))))) * x))

0
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.gen Normal file
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1688
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.prg Normal file
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@ -0,0 +1,202 @@
not starting from checkpoint file.
200 fitness cases:
x = -0.56534, y = -0.32427
x = 2.05767, y = 32.93077
x = 3.74249, y = 266.34116
x = 4.92481, y = 736.86657
x = 1.19767, y = 6.40759
x = 3.80580, y = 283.20446
x = 1.32794, y = 8.54277
x = -2.29918, y = 18.77720
x = 2.96080, y = 114.53062
x = -3.29319, y = 89.45279
x = 2.85135, y = 100.26393
x = 0.01723, y = 0.01753
x = 2.43276, y = 57.77579
x = 2.66798, y = 79.44448
x = -4.05373, y = 215.79922
x = -2.82888, y = 46.57646
x = -1.67560, y = 4.31040
x = -0.45671, y = -0.29988
x = 2.44491, y = 58.76851
x = -4.20056, y = 250.66184
x = 1.27741, y = 7.65629
x = -2.50219, y = 27.29213
x = 2.17363, y = 39.49022
x = 0.71989, y = 1.87978
x = -3.94839, y = 193.12758
x = 1.60111, y = 14.84097
x = 3.50581, y = 209.94765
x = 1.85232, y = 23.41126
x = -0.44446, y = -0.29569
x = -2.31168, y = 19.23588
x = -0.89093, y = -0.17431
x = -0.98058, y = -0.03736
x = -3.40550, y = 103.19701
x = -3.44476, y = 108.35531
x = -4.24700, y = 262.52156
x = -0.62531, y = -0.32591
x = -1.01029, y = 0.02100
x = 0.23233, y = 0.30177
x = -0.81082, y = -0.25424
x = 1.39192, y = 9.77980
x = 2.48576, y = 62.20444
x = -4.93215, y = 491.17328
x = -3.95621, y = 194.74751
x = 0.56441, y = 1.16424
x = 2.84632, y = 99.64221
x = -0.90616, y = -0.15486
x = 3.04677, y = 126.78223
x = 2.29586, y = 47.45134
x = -3.61887, y = 133.59450
x = -0.92558, y = -0.12789
x = -1.14140, y = 0.37166
x = -1.45352, y = 2.05188
x = -0.87884, y = -0.18873
x = -2.85275, y = 48.29903
x = -1.39489, y = 1.62258
x = -4.58476, y = 361.90525
x = 0.46317, y = 0.82308
x = 2.18725, y = 40.32232
x = 4.17181, y = 397.08151
x = -3.17702, y = 76.72718
x = -0.18391, y = -0.15516
x = -3.90439, y = 184.20823
x = 3.51164, y = 211.21597
x = -3.43112, y = 106.54259
x = -0.77895, y = -0.27666
x = 2.78350, y = 92.12733
x = -1.02656, y = 0.05599
x = -3.13165, y = 72.14407
x = 4.82166, y = 680.65378
x = 1.85243, y = 23.41562
x = -0.87565, y = -0.19238
x = 1.02854, y = 4.29365
x = -1.83785, y = 6.74087
x = -1.62951, y = 3.74958
x = 1.94084, y = 27.20785
x = -2.26907, y = 17.70596
x = 3.37665, y = 183.27785
x = 0.02637, y = 0.02709
x = -2.88522, y = 50.71864
x = -4.36363, y = 294.15730
x = -3.86206, y = 175.92142
x = -3.68143, y = 143.65967
x = 2.68051, y = 80.75151
x = -2.26744, y = 17.64895
x = 2.87222, y = 102.87386
x = -1.98654, y = 9.69380
x = 0.50778, y = 0.96304
x = -4.97437, y = 508.96731
x = 2.33419, y = 50.18586
x = -2.03051, y = 10.71952
x = -4.59875, y = 366.55320
x = -2.87864, y = 50.22132
x = 0.41067, y = 0.67703
x = 2.33676, y = 50.37308
x = -2.73243, y = 40.07682
x = -3.54278, y = 122.07664
x = 1.90569, y = 25.64728
x = 2.67330, y = 79.99728
x = 3.62357, y = 236.73548
x = 0.11539, y = 0.13042
x = 0.71720, y = 1.86505
x = -1.97961, y = 9.53878
x = 0.18108, y = 0.22088
x = -4.25524, y = 264.66832
x = -2.06352, y = 11.53946
x = -2.45997, y = 25.32503
x = 0.86597, y = 2.82765
x = -3.61140, y = 132.42926
x = -0.72497, y = -0.30418
x = -4.40835, y = 307.01846
x = -0.09254, y = -0.08470
x = 0.43754, y = 0.74941
x = 4.85306, y = 697.40955
x = 1.20232, y = 6.47557
x = -3.57827, y = 127.35190
x = -2.30526, y = 18.99942
x = 0.68493, y = 1.69548
x = -3.82512, y = 168.92032
x = 4.30131, y = 444.67841
x = -2.23617, y = 16.58698
x = -4.12219, y = 231.56823
x = 1.30015, y = 8.04567
x = -1.75521, y = 5.40931
x = -0.29373, y = -0.22535
x = -3.86477, y = 176.44301
x = -3.89604, y = 182.55091
x = -4.15254, y = 238.82818
x = -2.58260, y = 31.34843
x = -4.56599, y = 355.73912
x = -0.59919, y = -0.32639
x = 1.86495, y = 23.92615
x = 1.98805, y = 29.41867
x = -4.24866, y = 262.95101
x = -3.47687, y = 112.71617
x = 0.72892, y = 1.92983
x = 0.70040, y = 1.77517
x = -3.53449, y = 120.86863
x = -3.52181, y = 119.03755
x = -3.68917, y = 144.94255
x = 0.17749, y = 0.21557
x = 2.32853, y = 49.77450
x = -0.66710, y = -0.32091
x = -4.27568, y = 270.05173
x = -0.42964, y = -0.29028
x = -2.90831, y = 52.49321
x = -0.89890, y = -0.16431
x = 3.87657, y = 302.99529
x = -4.29559, y = 275.37390
x = 1.20152, y = 6.46393
x = -3.83639, y = 171.03417
x = -4.39024, y = 301.75948
x = -0.51170, y = -0.31529
x = 2.23929, y = 43.62659
x = -0.77724, y = -0.27773
x = 3.25044, y = 159.78524
x = 3.72915, y = 262.88802
x = -2.73095, y = 39.98255
x = -1.34205, y = 1.28583
x = 0.01584, y = 0.01609
x = 2.23608, y = 43.41745
x = -3.92548, y = 188.44344
x = -0.61222, y = -0.32639
x = -4.92223, y = 487.06147
x = 4.09754, y = 371.58325
x = -1.73688, y = 5.14091
x = -4.42544, y = 312.04324
x = -0.28677, y = -0.22136
x = 0.28270, y = 0.39159
x = -0.88937, y = -0.17622
x = 2.32063, y = 49.20522
x = -1.18183, y = 0.51505
x = -0.01947, y = -0.01910
x = -0.02664, y = -0.02595
x = 3.13770, y = 140.80090
x = -2.84593, y = 47.80253
x = 1.38951, y = 9.73076
x = 4.06086, y = 359.45708
x = 4.02203, y = 346.94752
x = 1.45582, y = 11.15267
x = -2.59392, y = 31.95316
x = 3.83491, y = 291.22129
x = 2.18951, y = 40.46162
x = 2.40156, y = 55.28374
x = -1.80207, y = 6.13926
x = -1.67372, y = 4.28640
x = -2.52283, y = 28.29395
x = 1.91028, y = 25.84665
x = -3.34620, y = 95.75693
x = 3.26001, y = 161.48088
x = 0.15436, y = 0.18243
x = -4.01283, y = 206.77269
x = 1.18281, y = 6.19400
x = 2.36756, y = 52.66387
x = -1.00980, y = 0.01999
x = -3.64068, y = 137.04109
x = -2.65200, y = 35.19369
x = 4.35954, y = 467.43277
x = -2.41338, y = 23.27820
x = -2.58371, y = 31.40700
x = 0.70218, y = 1.78455

52
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.stt Normal file
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@ -0,0 +1,52 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.0000 0.0001 0.0000 13.033 3.655 20 4 5 3 0.0000 0.0001 0.0000 13.033 3.655 20 4 5 3
1 0 0.0000 0.0001 0.0000 13.200 4.120 13 3 6 4 0.0000 0.0001 0.0000 13.117 3.888 13 3 5 3
2 0 0.0000 0.0001 0.0000 13.981 4.505 14 5 10 5 0.0000 0.0001 0.0000 13.405 4.093 14 5 5 3
3 0 0.0000 0.0001 0.0000 14.893 4.860 15 5 19 10 0.0000 0.0001 0.0000 13.777 4.285 15 5 5 3
4 0 0.0000 0.0001 0.0000 15.178 5.006 10 3 9 4 0.0000 0.0001 0.0000 14.057 4.429 10 3 5 3
5 0 0.0000 0.0001 0.0000 15.894 5.254 20 7 10 5 0.0000 0.0001 0.0000 14.363 4.567 20 7 5 3
6 0 0.0000 0.0001 0.0000 16.372 5.434 15 4 26 7 0.0000 0.0001 0.0000 14.650 4.690 15 4 5 3
7 0 0.0001 0.0001 0.0000 17.162 5.598 9 4 7 5 0.0000 0.0001 0.0000 14.964 4.804 9 4 5 3
8 0 0.0001 0.0002 0.0000 18.195 5.850 16 5 38 8 0.0000 0.0002 0.0000 15.323 4.920 16 5 5 3
9 0 0.0001 0.0002 0.0000 18.803 6.003 16 5 6 3 0.0000 0.0002 0.0000 15.671 5.028 16 5 5 3
10 0 0.0001 0.0002 0.0000 18.880 6.059 16 5 14 7 0.0000 0.0002 0.0000 15.963 5.122 16 5 5 3
11 0 0.0001 0.0002 0.0000 19.630 6.272 10 3 8 5 0.0001 0.0002 0.0000 16.268 5.218 10 3 5 3
12 0 0.0001 0.0003 0.0000 21.231 6.574 33 10 24 11 0.0001 0.0003 0.0000 16.650 5.322 33 10 5 3
13 0 0.0001 0.0003 0.0000 23.295 6.980 28 7 6 3 0.0001 0.0003 0.0000 17.125 5.441 28 7 5 3
14 0 0.0001 0.0003 0.0000 25.822 7.410 28 7 16 8 0.0001 0.0003 0.0000 17.705 5.572 28 7 5 3
15 0 0.0001 0.0003 0.0000 28.909 7.959 28 7 31 14 0.0001 0.0003 0.0000 18.405 5.721 28 7 5 3
16 0 0.0001 0.0005 0.0000 31.407 8.370 17 7 38 12 0.0001 0.0005 0.0000 19.170 5.877 17 7 5 3
17 0 0.0001 0.0005 0.0000 33.619 8.743 17 7 16 5 0.0001 0.0005 0.0000 19.973 6.036 17 7 5 3
18 0 0.0001 0.0005 0.0000 35.489 9.006 17 7 46 13 0.0001 0.0005 0.0000 20.789 6.193 17 7 5 3
19 0 0.0001 0.0005 0.0000 37.211 9.214 17 7 97 15 0.0001 0.0005 0.0000 21.610 6.344 17 7 5 3
20 0 0.0001 0.0005 0.0000 38.997 9.466 17 7 54 16 0.0001 0.0005 0.0000 22.438 6.492 17 7 5 3
21 0 0.0001 0.0005 0.0000 40.451 9.605 17 7 14 5 0.0001 0.0005 0.0000 23.257 6.634 17 7 5 3
22 0 0.0001 0.0006 0.0000 42.308 9.847 25 8 44 9 0.0001 0.0006 0.0000 24.085 6.773 25 8 5 3
23 0 0.0001 0.0012 0.0000 42.972 9.967 54 10 30 11 0.0001 0.0012 0.0000 24.872 6.907 54 10 5 3
24 0 0.0001 0.0012 0.0000 43.877 10.052 64 14 19 8 0.0001 0.0012 0.0000 25.632 7.032 64 14 5 3
25 0 0.0001 0.0021 0.0000 45.139 10.163 39 7 31 10 0.0001 0.0021 0.0000 26.383 7.153 39 7 5 3
26 0 0.0002 0.0026 0.0000 46.757 10.299 38 7 95 15 0.0001 0.0026 0.0000 27.137 7.269 38 7 5 3
27 0 0.0004 0.0030 0.0000 48.043 10.284 61 12 61 11 0.0001 0.0030 0.0000 27.884 7.377 61 12 5 3
28 0 0.0005 0.0049 0.0000 50.389 10.372 106 14 58 13 0.0001 0.0049 0.0000 28.660 7.480 106 14 5 3
29 0 0.0006 0.0049 0.0000 53.924 10.691 106 14 45 11 0.0001 0.0049 0.0000 29.502 7.587 106 14 5 3
30 0 0.0007 0.0049 0.0000 57.115 11.028 106 14 38 10 0.0001 0.0049 0.0000 30.393 7.698 106 14 5 3
31 0 0.0007 0.0049 0.0000 59.697 11.299 106 14 54 17 0.0002 0.0049 0.0000 31.309 7.811 106 14 5 3
32 0 0.0008 0.0067 0.0000 63.500 11.610 82 12 132 17 0.0002 0.0067 0.0000 32.284 7.926 82 12 5 3
33 0 0.0009 0.0069 0.0000 68.121 11.974 118 17 62 11 0.0002 0.0069 0.0000 33.338 8.045 118 17 5 3
34 0 0.0010 0.0075 0.0000 72.349 12.276 105 14 59 15 0.0002 0.0075 0.0000 34.453 8.166 105 14 5 3
35 0 0.0012 0.0134 0.0000 78.718 12.835 97 15 59 12 0.0002 0.0134 0.0000 35.682 8.296 97 15 5 3
36 0 0.0015 0.0134 0.0000 85.245 13.439 105 15 63 15 0.0003 0.0134 0.0000 37.022 8.435 105 15 5 3
37 0 0.0018 0.0144 0.0000 90.635 13.866 140 17 39 7 0.0003 0.0144 0.0000 38.433 8.577 140 17 5 3
38 0 0.0021 0.0162 0.0000 95.764 14.227 135 17 137 14 0.0004 0.0162 0.0000 39.903 8.722 135 17 5 3
39 0 0.0027 0.0165 0.0000 101.128 14.588 126 17 149 17 0.0004 0.0165 0.0000 41.433 8.869 126 17 5 3
40 0 0.0035 0.0174 0.0000 104.925 14.774 129 14 52 11 0.0005 0.0174 0.0000 42.982 9.013 129 14 5 3
41 0 0.0044 0.0191 0.0000 111.146 15.008 159 17 150 17 0.0006 0.0191 0.0000 44.605 9.156 159 17 5 3
42 0 0.0054 0.0194 0.0000 114.678 15.145 162 17 106 14 0.0007 0.0194 0.0000 46.234 9.295 162 17 5 3
43 0 0.0060 0.0194 0.0000 116.795 15.224 162 17 71 15 0.0008 0.0194 0.0000 47.838 9.430 162 17 5 3
44 0 0.0063 0.0217 0.0000 119.377 15.332 174 17 117 17 0.0009 0.0217 0.0000 49.428 9.561 174 17 5 3
45 0 0.0065 0.0236 0.0000 120.875 15.408 148 17 111 17 0.0011 0.0236 0.0000 50.981 9.688 148 17 5 3
46 0 0.0065 0.0299 0.0000 121.753 15.491 143 17 102 13 0.0012 0.0299 0.0000 52.487 9.811 143 17 5 3
47 0 0.0067 0.0299 0.0000 123.061 15.533 143 17 73 12 0.0013 0.0299 0.0000 53.957 9.931 143 17 5 3
48 0 0.0068 0.0299 0.0000 124.064 15.562 143 17 92 13 0.0014 0.0299 0.0000 55.388 10.046 143 17 5 3
49 0 0.0071 0.0311 0.0000 126.758 15.675 143 17 141 17 0.0015 0.0311 0.0000 56.815 10.158 143 17 5 3
50 0 0.0073 0.0314 0.0000 127.999 15.693 154 17 119 17 0.0016 0.0314 0.0000 58.211 10.267 154 17 5 3

202
PartA/crossover_100_mutation_100_elitism_2/run_0/regress.sys Normal file
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@ -0,0 +1,202 @@
[ 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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 118.
creating initial population(s):
5656 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. (0s wall)
breeding complete. (1s wall)
=== generation 2.
evaluation complete. (0s 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. (0s 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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 25.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 26.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 27.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 32.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 33.
evaluation complete. (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. (0s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 42.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 43.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 44.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 45.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 46.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 47.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 48.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 49.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 50.
evaluation complete. (0s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 299142401
freed: 298139801
not freed: 1002600
max allocated: 14351844
malloc'ed blocks: 749919
realloc'ed blocks: 12
free'ed blocks: 749769
------- time -------
overall: 6s wall
evaluation: 3s wall
breeding: 3s wall
------- generation spaces -------
space 0 size: 400
space 1 size: 100
------- ephemeral random constants -------
used: 144272
freed: 144272
allocated: 16000
blocks: 31

46
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@ -0,0 +1,46 @@
=== BEST-OF-RUN ===
generation: 49
nodes: 128
depth: 14
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 735.0516
standardized fitness: 735.0516
adjusted fitness: 0.0014
TREE:
(* (+ (exp (log (+ (sin x)
(- (- (+ x -0.17074) x) x))))
(* (* (log (log (- (+ (sin (cos (+ -0.75061 x)))
(* (exp (log (* (* x x)
(+ 0.35008 -0.03020)))) x))
(exp x))))
(log (- (- x x)
(log x))))
(cos (+ (cos -0.07573)
(exp (log (/ (* (* -0.56768 x)
(* 0.26423 -0.54991))
(* (* 0.26423 -0.54991)
(sin -0.75485)))))))))
(* (- (- x
(+ (log 0.78317)
(+ (sin x)
(/ -0.55885 x))))
(sin -0.59498))
(* (log (/ (- 0.03604
(sin (/ (* x
(- (cos (+ (+ 0.14274 0.58370)
(cos x)))
(/ 0.93881 x)))
(- (exp (cos (exp (* (* 0.26423 -0.54991)
(sin -0.75485))))) -0.40575))))
(exp x)))
(- (sin (log (+ 0.24275 -0.54283)))
(- (/ (/ x 0.99992)
(* x 0.67701)) -0.79553)))))
TREE-equ:
y = ((exp(log((sin(x) + (((x + -0.17074) - x) - x)))) + ((log(log(((sin(cos((-0.75061 + x))) + (exp(log(((x * x) * (0.35008 + -0.03020)))) * x)) - exp(x)))) * log(((x - x) - log(x)))) * cos((cos(-0.07573) + exp(log((((-0.56768 * x) * (0.26423 * -0.54991)) / ((0.26423 * -0.54991) * sin(-0.75485))))))))) * (((x - (log(0.78317) + (sin(x) + (-0.55885 / x)))) - sin(-0.59498)) * (log(((0.03604 - sin(((x * (cos(((0.14274 + 0.58370) + cos(x))) - (0.93881 / x))) / (exp(cos(exp(((0.26423 * -0.54991) * sin(-0.75485))))) - -0.40575)))) / exp(x))) * (sin(log((0.24275 + -0.54283))) - (((x / 0.99992) / (x * 0.67701)) - -0.79553)))))

2
PartA/crossover_100_mutation_100_elitism_2/run_1/regress.fn Normal file
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y = ((exp(log((sin(x) + (((x + -0.17074) - x) - x)))) + ((log(log(((sin(cos((-0.75061 + x))) + (exp(log(((x * x) * (0.35008 + -0.03020)))) * x)) - exp(x)))) * log(((x - x) - log(x)))) * cos((cos(-0.07573) + exp(log((((-0.56768 * x) * (0.26423 * -0.54991)) / ((0.26423 * -0.54991) * sin(-0.75485))))))))) * (((x - (log(0.78317) + (sin(x) + (-0.55885 / x)))) - sin(-0.59498)) * (log(((0.03604 - sin(((x * (cos(((0.14274 + 0.58370) + cos(x))) - (0.93881 / x))) / (exp(cos(exp(((0.26423 * -0.54991) * sin(-0.75485))))) - -0.40575)))) / exp(x))) * (sin(log((0.24275 + -0.54283))) - (((x / 0.99992) / (x * 0.67701)) - -0.79553)))))

0
PartA/crossover_100_mutation_100_elitism_2/run_1/regress.gen Normal file
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1879
PartA/crossover_100_mutation_100_elitism_2/run_1/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_2/run_1/regress.prg Normal file
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not starting from checkpoint file.
200 fitness cases:
x = -4.61714, y = 372.73010
x = -2.04739, y = 11.13344
x = -3.24088, y = 83.54208
x = 2.26288, y = 45.19195
x = 2.77922, y = 91.63097
x = -1.43253, y = 1.89114
x = -1.76164, y = 5.50564
x = -1.05582, y = 0.12463
x = 3.01652, y = 122.36365
x = -1.46615, y = 2.15254
x = -3.76450, y = 157.88825
x = 3.58459, y = 227.59789
x = -0.36755, y = -0.26386
x = -4.60405, y = 368.32577
x = 1.98001, y = 29.03257
x = -4.70227, y = 402.34706
x = 1.44089, y = 10.81915
x = 2.46578, y = 60.50540
x = -4.44452, y = 317.72362
x = -0.03960, y = -0.03809
x = 2.91738, y = 108.69715
x = -0.83908, y = -0.23009
x = -2.54851, y = 29.57804
x = 1.85300, y = 23.43880
x = 1.29147, y = 7.89522
x = -0.30108, y = -0.22951
x = -1.31373, y = 1.12348
x = 2.65037, y = 77.63571
x = 0.78873, y = 2.28849
x = -3.28509, y = 88.51782
x = -3.48759, y = 114.20090
x = 4.44899, y = 504.08634
x = -0.93573, y = -0.11280
x = -0.68130, y = -0.31792
x = -2.38166, y = 21.95638
x = -0.86125, y = -0.20814
x = 3.25473, y = 160.54407
x = 3.30507, y = 169.65366
x = -0.42776, y = -0.28957
x = -3.17783, y = 76.81102
x = -3.59020, y = 129.16392
x = -0.06817, y = -0.06382
x = -1.50727, y = 2.50166
x = 4.50472, y = 527.99448
x = -2.30218, y = 18.88675
x = 4.21967, y = 414.19975
x = -3.75495, y = 156.20046
x = -0.48831, y = -0.30944
x = 1.53100, y = 12.95782
x = 3.07287, y = 130.69199
x = 4.56060, y = 552.81914
x = 3.59096, y = 229.07153
x = -3.00106, y = 60.09147
x = -0.72476, y = -0.30427
x = -1.58274, y = 3.23283
x = -4.06613, y = 218.59448
x = 3.88834, y = 306.38534
x = 2.44042, y = 58.40012
x = -0.35545, y = -0.25805
x = -1.35954, y = 1.39228
x = 0.31274, y = 0.45070
x = -0.06671, y = -0.06254
x = 4.37195, y = 472.39207
x = 1.19435, y = 6.35939
x = -2.87594, y = 50.01820
x = 1.30367, y = 8.10739
x = 0.09186, y = 0.10115
x = 0.12773, y = 0.14640
x = 2.69813, y = 82.61730
x = 2.76033, y = 89.46780
x = 4.05268, y = 356.79220
x = -3.07079, y = 66.32248
x = -4.06522, y = 218.38849
x = -2.51738, y = 28.02705
x = 0.39980, y = 0.64909
x = 4.32642, y = 454.38603
x = -2.83802, y = 47.23066
x = 3.17624, y = 147.08675
x = -1.56426, y = 3.04238
x = 0.35760, y = 0.54756
x = 0.81058, y = 2.43192
x = 1.24585, y = 7.14092
x = -1.99418, y = 9.86667
x = -2.85173, y = 48.22496
x = 1.40217, y = 9.99057
x = 1.57912, y = 14.22850
x = -4.92296, y = 487.36152
x = 2.86992, y = 102.58287
x = -2.80536, y = 44.92398
x = 1.31466, y = 8.30236
x = 4.04689, y = 354.91798
x = -1.87300, y = 7.37132
x = -4.39306, y = 302.57570
x = 1.81191, y = 21.82151
x = -2.23051, y = 16.39972
x = 4.48059, y = 517.53954
x = -1.00295, y = 0.00593
x = -3.98989, y = 201.83438
x = -0.89508, y = -0.16915
x = -1.62861, y = 3.73909
x = 2.05769, y = 32.93188
x = -1.93119, y = 8.50505
x = -3.92406, y = 188.15594
x = -3.82660, y = 169.19651
x = -2.73772, y = 40.41424
x = -1.68525, y = 4.43456
x = 0.58513, y = 1.24507
x = 4.85067, y = 696.12543
x = 2.87307, y = 102.98061
x = 1.83814, y = 22.84362
x = -4.14318, y = 236.56973
x = -3.98158, y = 200.06823
x = 0.24578, y = 0.32468
x = 3.32989, y = 174.28695
x = -0.40643, y = -0.28109
x = -2.81426, y = 45.54438
x = -0.67364, y = -0.31961
x = -2.43996, y = 24.43045
x = -1.57514, y = 3.15360
x = -2.35653, y = 20.94875
x = -2.69338, y = 37.64733
x = -0.91825, y = -0.13836
x = -3.97719, y = 199.13990
x = -0.67326, y = -0.31969
x = -4.29736, y = 275.85057
x = 0.98386, y = 3.84122
x = -4.14673, y = 237.42579
x = 4.76137, y = 649.33498
x = -4.77967, y = 430.77807
x = -2.91495, y = 53.01188
x = -1.25871, y = 0.84158
x = -2.68869, y = 37.36302
x = -4.69682, y = 400.40149
x = 1.59760, y = 14.74192
x = -0.49923, y = -0.31231
x = -0.20784, y = -0.17175
x = -3.99993, y = 203.98431
x = -0.32406, y = -0.24205
x = 2.55469, y = 68.34887
x = -0.78356, y = -0.27372
x = -2.74724, y = 41.02786
x = 2.51701, y = 64.93454
x = -0.55494, y = -0.32304
x = 4.55117, y = 548.56789
x = -0.99195, y = -0.01584
x = -0.03486, y = -0.03369
x = -2.89581, y = 51.52646
x = 1.28020, y = 7.70330
x = 1.10927, y = 5.21872
x = 1.78563, y = 20.83391
x = 3.62732, y = 237.63003
x = -0.76432, y = -0.28537
x = -4.21022, y = 253.09420
x = -2.98013, y = 58.30909
x = 4.63011, y = 584.91089
x = -0.25361, y = -0.20147
x = -2.23436, y = 16.52710
x = -0.52166, y = -0.31744
x = 1.67263, y = 16.97690
x = 2.47012, y = 60.87158
x = -2.68532, y = 37.15976
x = -4.09081, y = 224.23594
x = -2.70402, y = 38.29809
x = -1.34337, y = 1.29370
x = -0.41462, y = -0.28443
x = -1.66018, y = 4.11687
x = 1.57336, y = 14.07161
x = 0.69461, y = 1.74502
x = -0.67816, y = -0.31864
x = 4.62843, y = 584.12228
x = -4.91846, y = 485.50479
x = 3.04615, y = 126.69148
x = 1.45077, y = 11.03896
x = 1.63923, y = 15.95138
x = -0.98385, y = -0.03127
x = 3.07094, y = 130.39962
x = -1.70803, y = 4.73744
x = 4.00294, y = 340.92054
x = -0.30337, y = -0.23079
x = 0.95626, y = 3.58127
x = -1.78177, y = 5.81512
x = 1.37492, y = 9.43819
x = -1.91126, y = 8.10371
x = -2.24979, y = 17.04380
x = 4.77037, y = 653.93849
x = -2.16790, y = 14.43136
x = -4.98467, y = 513.37867
x = 1.64654, y = 16.17171
x = -2.98778, y = 58.95593
x = -3.83904, y = 171.53466
x = 3.21880, y = 154.27162
x = 0.30546, y = 0.43598
x = -4.64590, y = 382.54465
x = 2.92626, y = 109.87161
x = -0.86510, y = -0.20404
x = -0.79339, y = -0.26710
x = -3.93377, y = 190.12865
x = 2.80583, y = 94.74692
x = 0.53502, y = 1.05636
x = 0.93711, y = 3.40943

52
PartA/crossover_100_mutation_100_elitism_2/run_1/regress.stt Normal file
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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 0.0000 0.0001 0.0000 13.015 3.685 14 5 29 5 0.0000 0.0001 0.0000 13.015 3.685 14 5 29 5
1 0 0.0000 0.0001 0.0000 13.157 4.159 39 6 36 7 0.0000 0.0001 0.0000 13.086 3.922 39 6 29 5
2 0 0.0000 0.0001 0.0000 13.788 4.498 38 6 21 5 0.0000 0.0001 0.0000 13.320 4.114 38 6 29 5
3 0 0.0000 0.0001 0.0000 14.349 4.800 38 6 20 8 0.0000 0.0001 0.0000 13.577 4.286 38 6 29 5
4 0 0.0000 0.0001 0.0000 14.924 5.048 31 6 7 5 0.0000 0.0001 0.0000 13.847 4.438 31 6 29 5
5 0 0.0000 0.0001 0.0000 15.743 5.272 28 6 10 5 0.0000 0.0001 0.0000 14.163 4.577 28 6 29 5
6 0 0.0000 0.0001 0.0000 16.341 5.457 28 6 33 8 0.0000 0.0001 0.0000 14.474 4.703 28 6 29 5
7 0 0.0000 0.0002 0.0000 17.288 5.697 35 6 18 8 0.0000 0.0002 0.0000 14.826 4.827 35 6 29 5
8 0 0.0000 0.0002 0.0000 18.073 5.896 46 10 15 4 0.0000 0.0002 0.0000 15.186 4.946 46 10 29 5
9 0 0.0000 0.0003 0.0000 19.147 6.120 57 7 31 11 0.0000 0.0003 0.0000 15.582 5.063 57 7 29 5
10 0 0.0000 0.0003 0.0000 20.173 6.322 45 10 28 7 0.0000 0.0003 0.0000 16.000 5.178 45 10 29 5
11 0 0.0000 0.0003 0.0000 21.627 6.554 47 7 12 4 0.0000 0.0003 0.0000 16.469 5.292 47 7 29 5
12 0 0.0001 0.0003 0.0000 23.327 6.785 47 7 45 16 0.0000 0.0003 0.0000 16.996 5.407 47 7 29 5
13 0 0.0001 0.0003 0.0000 26.364 7.274 47 7 25 10 0.0000 0.0003 0.0000 17.665 5.541 47 7 29 5
14 0 0.0001 0.0004 0.0000 29.935 7.759 48 8 34 10 0.0000 0.0004 0.0000 18.483 5.688 48 8 29 5
15 0 0.0001 0.0005 0.0000 34.957 8.456 55 8 131 16 0.0000 0.0005 0.0000 19.513 5.861 55 8 29 5
16 0 0.0001 0.0005 0.0000 40.476 9.290 55 8 40 12 0.0001 0.0005 0.0000 20.746 6.063 55 8 29 5
17 0 0.0001 0.0005 0.0000 46.109 10.152 55 8 42 10 0.0001 0.0005 0.0000 22.155 6.290 55 8 29 5
18 0 0.0001 0.0005 0.0000 50.048 10.763 55 8 103 17 0.0001 0.0005 0.0000 23.623 6.526 55 8 29 5
19 0 0.0001 0.0005 0.0000 52.778 11.222 55 8 64 12 0.0001 0.0005 0.0000 25.081 6.761 55 8 29 5
20 0 0.0001 0.0005 0.0000 55.249 11.565 55 8 56 9 0.0001 0.0005 0.0000 26.518 6.989 55 8 29 5
21 0 0.0001 0.0005 0.0000 57.669 11.899 55 8 59 10 0.0001 0.0005 0.0000 27.934 7.213 55 8 29 5
22 0 0.0002 0.0006 0.0000 59.899 12.190 118 14 84 13 0.0001 0.0006 0.0000 29.323 7.429 118 14 29 5
23 0 0.0002 0.0006 0.0000 62.449 12.414 118 14 23 9 0.0001 0.0006 0.0000 30.704 7.637 118 14 29 5
24 0 0.0002 0.0006 0.0000 64.437 12.575 118 14 75 13 0.0001 0.0006 0.0000 32.053 7.834 118 14 29 5
25 0 0.0002 0.0006 0.0000 67.628 12.827 118 14 15 6 0.0001 0.0006 0.0000 33.421 8.026 118 14 29 5
26 0 0.0002 0.0006 0.0000 69.617 12.934 101 12 69 15 0.0001 0.0006 0.0000 34.762 8.208 101 12 29 5
27 0 0.0002 0.0006 0.0000 72.308 13.148 101 12 57 11 0.0001 0.0006 0.0000 36.103 8.384 101 12 29 5
28 0 0.0002 0.0006 0.0000 73.815 13.220 99 12 49 10 0.0001 0.0006 0.0000 37.403 8.551 99 12 29 5
29 0 0.0002 0.0007 0.0000 76.261 13.365 88 12 29 13 0.0001 0.0007 0.0000 38.698 8.712 88 12 29 5
30 0 0.0002 0.0007 0.0000 78.353 13.462 88 12 145 17 0.0001 0.0007 0.0000 39.978 8.865 88 12 29 5
31 0 0.0002 0.0007 0.0000 80.358 13.511 88 12 42 12 0.0001 0.0007 0.0000 41.239 9.010 88 12 29 5
32 0 0.0002 0.0009 0.0000 81.784 13.532 96 17 41 12 0.0001 0.0009 0.0000 42.468 9.147 96 17 29 5
33 0 0.0002 0.0009 0.0000 83.841 13.634 95 17 120 14 0.0001 0.0009 0.0000 43.685 9.279 95 17 29 5
34 0 0.0002 0.0009 0.0000 86.244 13.769 95 17 54 12 0.0001 0.0009 0.0000 44.901 9.407 95 17 29 5
35 0 0.0002 0.0010 0.0000 88.428 13.836 132 16 75 12 0.0001 0.0010 0.0000 46.110 9.530 132 16 29 5
36 0 0.0003 0.0011 0.0000 90.500 13.931 132 16 95 17 0.0001 0.0011 0.0000 47.310 9.649 132 16 29 5
37 0 0.0003 0.0011 0.0000 92.622 14.078 132 16 56 17 0.0001 0.0011 0.0000 48.502 9.766 132 16 29 5
38 0 0.0003 0.0011 0.0000 94.204 14.161 132 16 123 17 0.0001 0.0011 0.0000 49.674 9.879 132 16 29 5
39 0 0.0003 0.0011 0.0000 96.820 14.227 132 16 52 12 0.0001 0.0011 0.0000 50.853 9.987 132 16 29 5
40 0 0.0003 0.0012 0.0000 99.681 14.315 133 16 20 7 0.0001 0.0012 0.0000 52.044 10.093 133 16 29 5
41 0 0.0003 0.0012 0.0000 102.630 14.392 120 14 149 17 0.0001 0.0012 0.0000 53.248 10.195 120 14 29 5
42 0 0.0003 0.0012 0.0000 105.718 14.481 120 14 75 13 0.0001 0.0012 0.0000 54.468 10.295 120 14 29 5
43 0 0.0003 0.0012 0.0000 107.159 14.472 120 14 101 15 0.0001 0.0012 0.0000 55.666 10.390 120 14 29 5
44 0 0.0003 0.0012 0.0000 108.833 14.541 120 14 142 17 0.0002 0.0012 0.0000 56.847 10.482 120 14 29 5
45 0 0.0003 0.0012 0.0000 111.006 14.626 120 14 117 11 0.0002 0.0012 0.0000 58.025 10.572 120 14 29 5
46 0 0.0003 0.0012 0.0000 112.648 14.671 120 14 81 17 0.0002 0.0012 0.0000 59.187 10.659 120 14 29 5
47 0 0.0003 0.0014 0.0000 116.266 14.849 133 14 76 13 0.0002 0.0014 0.0000 60.376 10.747 133 14 29 5
48 0 0.0003 0.0014 0.0000 119.465 14.936 133 14 134 16 0.0002 0.0014 0.0000 61.582 10.832 133 14 29 5
49 0 0.0003 0.0014 0.0000 122.674 15.037 128 14 173 17 0.0002 0.0014 0.0000 62.804 10.916 128 14 29 5
50 0 0.0003 0.0014 0.0000 123.992 15.092 128 14 67 12 0.0002 0.0014 0.0000 64.003 10.998 128 14 29 5

202
PartA/crossover_100_mutation_100_elitism_2/run_1/regress.sys Normal file
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 65.
creating initial population(s):
5616 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. (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. (0s 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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== 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. (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. (0s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 32.
evaluation complete. (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. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 39.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (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. (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)
SYSTEM STATISTICS
------- memory -------
allocated: 330206360
freed: 329203760
not freed: 1002600
max allocated: 14135939
malloc'ed blocks: 747763
realloc'ed blocks: 11
free'ed blocks: 747613
------- time -------
overall: 6s wall
evaluation: 5s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 400
space 1 size: 100
------- ephemeral random constants -------
used: 144320
freed: 144320
allocated: 15500
blocks: 30

20
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=== BEST-OF-RUN ===
generation: 14
nodes: 17
depth: 6
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 0.0000
standardized fitness: 0.0000
adjusted fitness: 1.0000
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x) x)
(* x x))
TREE-equ:
y = (((((x * x) + ((x * x) * x)) * x) + x) + (x * x))

2
PartA/crossover_100_mutation_100_elitism_2/run_2/regress.fn Normal file
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@ -0,0 +1,2 @@
y = (((((x * x) + ((x * x) * x)) * x) + x) + (x * x))

0
PartA/crossover_100_mutation_100_elitism_2/run_2/regress.gen Normal file
View File

317
PartA/crossover_100_mutation_100_elitism_2/run_2/regress.his Normal file
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@ -0,0 +1,317 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 13
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7115.3651
standardized fitness: 7115.3651
adjusted fitness: 0.0001
TREE:
(+ (exp (- (sin x) x))
(exp (+ (+ x 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 13
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7115.3651
standardized fitness: 7115.3651
adjusted fitness: 0.0001
TREE:
(+ (exp (- (sin x) x))
(exp (+ (+ x 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 13
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7115.3651
standardized fitness: 7115.3651
adjusted fitness: 0.0001
TREE:
(+ (exp (- (sin x) x))
(exp (+ (+ x 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 3
generation: 3
nodes: 15
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7035.7397
standardized fitness: 7035.7397
adjusted fitness: 0.0001
TREE:
(+ (exp (- (sin x) x))
(exp (+ (+ (+ 0.00807 x) 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 4
generation: 3
nodes: 15
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 7035.7397
standardized fitness: 7035.7397
adjusted fitness: 0.0001
TREE:
(+ (exp (- (sin x) x))
(exp (+ (+ (+ 0.00807 x) 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 5
generation: 5
nodes: 14
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 5962.6922
standardized fitness: 5962.6922
adjusted fitness: 0.0002
TREE:
(+ (exp (- (/ x x) x))
(exp (+ (+ x 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 6
generation: 5
nodes: 14
depth: 4
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 5962.6922
standardized fitness: 5962.6922
adjusted fitness: 0.0002
TREE:
(+ (exp (- (/ x x) x))
(exp (+ (+ x 0.75862)
(cos -0.48433))))
=== BEST-OF-RUN ===
current generation: 7
generation: 7
nodes: 21
depth: 5
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 5933.5280
standardized fitness: 5933.5280
adjusted fitness: 0.0002
TREE:
(+ (+ (exp (- (/ x x) x))
(exp (+ (+ x 0.75862)
(cos -0.48433))))
(* (* -0.94169 x)
(cos -0.29989)))
=== BEST-OF-RUN ===
current generation: 8
generation: 8
nodes: 37
depth: 6
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 3404.1704
standardized fitness: 3404.1704
adjusted fitness: 0.0003
TREE:
(+ (+ (* (+ (* (cos x)
(log x))
(* (* x x) x)) x)
(- (- (- (/ x 0.08339) x)
(- -0.51135 0.00094))
(- (sin (cos -0.86629))
(/ (* 0.50912 x) x))))
(exp (cos x)))
=== BEST-OF-RUN ===
current generation: 9
generation: 9
nodes: 35
depth: 7
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 1760.9097
standardized fitness: 1760.9097
adjusted fitness: 0.0006
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x)
(- (- (cos (cos (cos -0.01230)))
(- -0.51135 0.00094))
(- (sin (cos -0.86629))
(/ (- 0.26162 -0.24325) x))))
(exp (exp (cos x))))
=== BEST-OF-RUN ===
current generation: 10
generation: 10
nodes: 50
depth: 10
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 1392.9918
standardized fitness: 1392.9918
adjusted fitness: 0.0007
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x)
(- (- (cos (cos (cos -0.01230)))
(- -0.51135 0.00094))
(- (sin (cos -0.86629))
(/ (- 0.26162 -0.24325) x))))
(exp (cos (+ (sin x)
(* (sin (- -0.85755 0.16238))
(cos (exp (log (/ (cos x)
(/ 0.68361 0.88282))))))))))
=== BEST-OF-RUN ===
current generation: 11
generation: 11
nodes: 31
depth: 6
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 563.8110
standardized fitness: 563.8110
adjusted fitness: 0.0018
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x)
(exp (sin (sin x))))
(* (/ -0.42438 -0.70729)
(* (* 0.95907 x)
(- (+ 0.96504 x)
(cos x)))))
=== BEST-OF-RUN ===
current generation: 12
generation: 12
nodes: 46
depth: 8
hits: 1
TOP INDIVIDUAL:
-- #1 --
hits: 1
raw fitness: 410.3356
standardized fitness: 410.3356
adjusted fitness: 0.0024
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x)
(exp (sin (sin x))))
(* (- (- (cos 0.66297)
(- -0.51135 0.00094))
(- (sin (cos (cos (log -0.01616))))
(/ (* 0.50912 x) x)))
(* (* 0.95907 x)
(- (+ 0.96504 x)
(cos x)))))
=== BEST-OF-RUN ===
current generation: 13
generation: 13
nodes: 24
depth: 6
hits: 0
TOP INDIVIDUAL:
-- #1 --
hits: 0
raw fitness: 95.6253
standardized fitness: 95.6253
adjusted fitness: 0.0103
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x)
(- (- x
(- -0.51135 0.00094))
(sin 0.03417)))
(* x x))
=== BEST-OF-RUN ===
current generation: 14
generation: 14
nodes: 17
depth: 6
hits: 200
TOP INDIVIDUAL:
-- #1 --
hits: 200
raw fitness: 0.0000
standardized fitness: 0.0000
adjusted fitness: 1.0000
TREE:
(+ (+ (* (+ (* x x)
(* (* x x) x)) x) x)
(* x x))

202
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not starting from checkpoint file.
200 fitness cases:
x = 2.43363, y = 57.84639
x = -2.41218, y = 23.22697
x = -1.93271, y = 8.53621
x = -4.75945, y = 423.21121
x = -0.70991, y = -0.30973
x = 2.91107, y = 107.86861
x = 3.99327, y = 337.89969
x = 0.13956, y = 0.16213
x = 1.90048, y = 25.42169
x = 0.95931, y = 3.60930
x = -1.77999, y = 5.78727
x = 4.78436, y = 661.14461
x = -4.14344, y = 236.63341
x = 1.69655, y = 17.74262
x = -4.09080, y = 224.23340
x = -4.84700, y = 456.71570
x = 0.52108, y = 1.00781
x = -0.69725, y = -0.31372
x = 1.14933, y = 5.73339
x = -4.37862, y = 298.42444
x = 2.22959, y = 42.99573
x = -4.74206, y = 416.78089
x = 0.37465, y = 0.58729
x = 1.48687, y = 11.87243
x = 3.14899, y = 142.62090
x = -1.09861, y = 0.23910
x = -0.35457, y = -0.25762
x = 2.57710, y = 70.44281
x = -2.18616, y = 14.98653
x = -1.80312, y = 6.15640
x = -3.48276, y = 113.53048
x = -4.02041, y = 208.42347
x = -0.90432, y = -0.15728
x = -0.44297, y = -0.29516
x = 3.93477, y = 320.04180
x = -4.48207, y = 329.13215
x = 3.97646, y = 332.69185
x = 2.54748, y = 67.68483
x = 1.68817, y = 17.47143
x = -2.03594, y = 10.85142
x = -3.42039, y = 105.13110
x = -4.59708, y = 365.99377
x = -2.45003, y = 24.87754
x = -2.57742, y = 31.07438
x = -1.15161, y = 0.40614
x = -1.83656, y = 6.71857
x = -3.96042, y = 195.62191
x = -4.34415, y = 288.68558
x = -3.03856, y = 63.38555
x = -3.65604, y = 139.50826
x = -4.66897, y = 390.55947
x = 3.22820, y = 155.89459
x = 3.63677, y = 239.89251
x = 3.10758, y = 136.03276
x = 0.41134, y = 0.67877
x = 1.45404, y = 11.11247
x = 3.49215, y = 206.99431
x = 3.51026, y = 210.91475
x = -3.69422, y = 145.78530
x = -1.22784, y = 0.70150
x = 3.93461, y = 319.99367
x = -3.55420, y = 123.75683
x = 3.45138, y = 198.37285
x = -1.06359, y = 0.14413
x = -0.62031, y = -0.32615
x = -2.18292, y = 14.88670
x = 2.23438, y = 43.30673
x = 3.43398, y = 194.77686
x = -2.15184, y = 13.95532
x = 2.74576, y = 87.82563
x = 4.11341, y = 376.92525
x = -0.13477, y = -0.11873
x = -2.65868, y = 35.58186
x = -0.19463, y = -0.16269
x = -4.70965, y = 404.99644
x = 4.00139, y = 340.43528
x = -3.37883, y = 99.79944
x = 2.26707, y = 45.47408
x = -3.92447, y = 188.23892
x = -3.30505, y = 90.83588
x = 0.40924, y = 0.67330
x = 1.13517, y = 5.54708
x = 1.27132, y = 7.55465
x = 4.04168, y = 353.23579
x = -0.73773, y = -0.29879
x = -4.92856, y = 489.68224
x = -2.47179, y = 25.86494
x = -4.84074, y = 454.25335
x = -4.82266, y = 447.20659
x = 1.11768, y = 5.32368
x = -1.71645, y = 4.85287
x = -4.45752, y = 321.64006
x = -0.30068, y = -0.22928
x = 3.94241, y = 322.33321
x = -1.14935, y = 0.39841
x = 1.71438, y = 18.33065
x = 3.06161, y = 128.99431
x = 2.74461, y = 87.69655
x = -2.86777, y = 49.40724
x = -0.15300, y = -0.13262
x = -3.45773, y = 110.10151
x = -1.22749, y = 0.69997
x = 4.58032, y = 561.78176
x = -4.73351, y = 413.64820
x = 0.93472, y = 3.38845
x = -0.80414, y = -0.25934
x = -3.04312, y = 63.79473
x = 4.59509, y = 568.57203
x = -1.15469, y = 0.41678
x = 0.33990, y = 0.50805
x = -1.07417, y = 0.17159
x = 3.33288, y = 174.85311
x = 3.33292, y = 174.85973
x = 0.18809, y = 0.23138
x = -4.51139, y = 338.25156
x = 3.39213, y = 186.33078
x = 1.74648, y = 19.42748
x = 4.50897, y = 529.85221
x = -4.91423, y = 483.76642
x = 2.66531, y = 79.16830
x = -0.24452, y = -0.19578
x = 4.48977, y = 521.50127
x = 1.30175, y = 8.07366
x = 3.00116, y = 120.16509
x = 1.20349, y = 6.49289
x = 0.34090, y = 0.51024
x = 0.28491, y = 0.39581
x = -2.92517, y = 53.81770
x = 3.87064, y = 301.29895
x = 1.09449, y = 5.03846
x = 2.04451, y = 32.24320
x = -2.97392, y = 57.78821
x = -1.57824, y = 3.18574
x = 0.73563, y = 1.96773
x = 2.76912, y = 90.46910
x = 2.07636, y = 33.92628
x = 2.80225, y = 94.32334
x = -3.91677, y = 186.68617
x = 3.55307, y = 220.40441
x = 0.87014, y = 2.85936
x = -1.67504, y = 4.30326
x = -1.98076, y = 9.56444
x = -4.92650, y = 488.82902
x = -2.48797, y = 26.61754
x = -3.63779, y = 136.58140
x = -1.20623, y = 0.61069
x = -0.75927, y = -0.28815
x = 1.69815, y = 17.79474
x = -2.26108, y = 17.42922
x = 3.50975, y = 210.80403
x = -3.57053, y = 126.18755
x = 0.98678, y = 3.86953
x = 3.87397, y = 302.24871
x = 1.03774, y = 4.39196
x = 2.80249, y = 94.35171
x = 4.51619, y = 533.01949
x = -4.64925, y = 383.70055
x = -1.15532, y = 0.41895
x = -2.50263, y = 27.31330
x = 3.85836, y = 297.80665
x = 1.39361, y = 9.81426
x = -4.12635, y = 232.55225
x = -3.95797, y = 195.11343
x = 2.97517, y = 116.51354
x = -2.98506, y = 58.72531
x = -4.09341, y = 224.83688
x = 3.25938, y = 161.37002
x = 0.82089, y = 2.50199
x = -1.17411, y = 0.48624
x = 1.69484, y = 17.68688
x = -0.84860, y = -0.22100
x = -4.95167, y = 499.34115
x = 1.77005, y = 20.26504
x = -3.42399, y = 105.60252
x = 1.23584, y = 6.98329
x = 3.76870, y = 273.22653
x = -4.38419, y = 300.01941
x = -4.73600, y = 414.55645
x = -4.80133, y = 438.99730
x = 1.68731, y = 17.44346
x = -0.00985, y = -0.00976
x = -3.55977, y = 124.58126
x = 4.57746, y = 560.47638
x = -4.98772, y = 514.69095
x = 4.70088, y = 619.01414
x = 1.17086, y = 6.02630
x = -4.01595, y = 207.45006
x = 0.44659, y = 0.77488
x = -1.27931, y = 0.94212
x = 1.86253, y = 23.82662
x = 3.81697, y = 286.26054
x = -3.01864, y = 61.61883
x = 2.25734, y = 44.82050
x = -3.14177, y = 73.14901
x = -3.28126, y = 88.07830
x = -1.72337, y = 4.94913
x = 1.24919, y = 7.19408
x = 3.49748, y = 208.14374
x = 1.27619, y = 7.63587
x = -2.40649, y = 22.98622

16
PartA/crossover_100_mutation_100_elitism_2/run_2/regress.stt Normal file
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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 0.0000 0.0001 0.0000 13.284 3.697 13 4 9 5 0.0000 0.0001 0.0000 13.284 3.697 13 4 9 5
1 0 0.0000 0.0001 0.0000 13.343 4.151 13 4 18 6 0.0000 0.0001 0.0000 13.314 3.924 13 4 9 5
2 0 0.0000 0.0001 0.0000 13.954 4.489 13 4 56 13 0.0000 0.0001 0.0000 13.527 4.112 13 4 9 5
3 0 0.0000 0.0001 0.0000 14.738 4.775 15 5 18 5 0.0000 0.0001 0.0000 13.830 4.278 15 5 9 5
4 0 0.0000 0.0001 0.0000 15.104 4.990 15 5 10 4 0.0000 0.0001 0.0000 14.085 4.420 15 5 9 5
5 0 0.0000 0.0002 0.0000 15.619 5.210 14 4 27 9 0.0000 0.0002 0.0000 14.341 4.552 14 4 27 9
6 0 0.0000 0.0002 0.0000 15.940 5.338 14 4 29 6 0.0000 0.0002 0.0000 14.569 4.664 14 4 27 9
7 0 0.0000 0.0002 0.0000 16.938 5.593 21 5 6 4 0.0000 0.0002 0.0000 14.865 4.780 21 5 27 9
8 0 0.0000 0.0003 0.0000 18.016 5.818 37 6 23 6 0.0000 0.0003 0.0000 15.215 4.896 37 6 27 9
9 0 0.0000 0.0006 0.0000 19.821 6.141 35 7 13 5 0.0000 0.0006 0.0000 15.676 5.020 35 7 27 9
10 0 0.0001 0.0007 0.0000 23.712 6.677 50 10 9 4 0.0000 0.0007 0.0000 16.406 5.171 50 10 27 9
11 0 0.0001 0.0018 0.0000 29.367 7.419 31 6 25 7 0.0000 0.0018 0.0000 17.486 5.358 31 6 27 9
12 0 0.0001 0.0024 0.0000 36.283 8.244 46 8 63 14 0.0000 0.0024 0.0000 18.932 5.580 46 8 27 9
13 0 0.0002 0.0103 0.0000 41.101 8.743 24 6 67 9 0.0001 0.0103 0.0000 20.516 5.806 24 6 27 9
14 0 0.0009 1.0000 0.0000 44.560 9.056 17 6 89 12 0.0001 1.0000 0.0000 22.119 6.023 17 6 27 9

95
PartA/crossover_100_mutation_100_elitism_2/run_2/regress.sys Normal file
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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: * / + - sin cos exp log x R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 947.
creating initial population(s):
5639 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. (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. (0s 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. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
user termination criterion met.
SYSTEM STATISTICS
------- memory -------
allocated: 37974729
freed: 37694001
not freed: 280728
max allocated: 5541212
malloc'ed blocks: 220980
realloc'ed blocks: 10
free'ed blocks: 220938
------- time -------
overall: 1s wall
evaluation: 1s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 50279
freed: 50279
allocated: 16000
blocks: 31

46
PartA/crossover_100_mutation_100_elitism_2/run_3/regress.bst Normal file
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=== BEST-OF-RUN ===
generation: 50
nodes: 127
depth: 17
hits: 56
TOP INDIVIDUAL:
-- #1 --
hits: 56
raw fitness: 7.8557
standardized fitness: 7.8557
adjusted fitness: 0.1129
TREE:
(* (+ (- (+ (- (* x x) -0.77671)
(+ 0.58469 -0.91941))
(log (* (* (+ (+ x -0.33091)
(/ x 0.66899))
(* (log (/ x x))
(+ (+ x -0.33091) x)))
(cos 0.37193))))
(exp (log (+ (/ (* (/ -0.16216
(/ (+ x x)
(/ x x)))
(cos (- x
(log 0.63350))))
(- (exp x)
(- (log (* (sin (+ 0.09975 0.49818)) 0.70960))
(/ (/ (/ (sin (* (* (- (* (/ x x)
(log -0.91098))
(exp -0.92310))
(sin (log (- -0.77936 x)))) -0.17965))
(log 0.88917)) x)
(- x
(* (- (log (- 0.75061 0.35096))
(cos x))
(exp (+ (* x x)
(+ (cos x) x))))))))) 0.52953))))
(+ (- (* x x)
(- (- (sin 0.94539) x)
(* -0.72412
(sin (sin (cos -0.14472))))))
(- 0.63473 -0.74450)))
TREE-equ:
y = ((((((x * x) - -0.77671) + (0.58469 + -0.91941)) - log(((((x + -0.33091) + (x / 0.66899)) * (log((x / x)) * ((x + -0.33091) + x))) * cos(0.37193)))) + exp(log(((((-0.16216 / ((x + x) / (x / x))) * cos((x - log(0.63350)))) / (exp(x) - (log((sin((0.09975 + 0.49818)) * 0.70960)) - (((sin((((((x / x) * log(-0.91098)) - exp(-0.92310)) * sin(log((-0.77936 - x)))) * -0.17965)) / log(0.88917)) / x) / (x - ((log((0.75061 - 0.35096)) - cos(x)) * exp(((x * x) + (cos(x) + x))))))))) + 0.52953)))) * (((x * x) - ((sin(0.94539) - x) - (-0.72412 * sin(sin(cos(-0.14472)))))) + (0.63473 - -0.74450)))

2
PartA/crossover_100_mutation_100_elitism_2/run_3/regress.fn Normal file
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@ -0,0 +1,2 @@
y = ((((((x * x) - -0.77671) + (0.58469 + -0.91941)) - log(((((x + -0.33091) + (x / 0.66899)) * (log((x / x)) * ((x + -0.33091) + x))) * cos(0.37193)))) + exp(log(((((-0.16216 / ((x + x) / (x / x))) * cos((x - log(0.63350)))) / (exp(x) - (log((sin((0.09975 + 0.49818)) * 0.70960)) - (((sin((((((x / x) * log(-0.91098)) - exp(-0.92310)) * sin(log((-0.77936 - x)))) * -0.17965)) / log(0.88917)) / x) / (x - ((log((0.75061 - 0.35096)) - cos(x)) * exp(((x * x) + (cos(x) + x))))))))) + 0.52953)))) * (((x * x) - ((sin(0.94539) - x) - (-0.72412 * sin(sin(cos(-0.14472)))))) + (0.63473 - -0.74450)))

0
PartA/crossover_100_mutation_100_elitism_2/run_3/regress.gen Normal file
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1435
PartA/crossover_100_mutation_100_elitism_2/run_3/regress.his Normal file
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File diff suppressed because it is too large Load Diff

202
PartA/crossover_100_mutation_100_elitism_2/run_3/regress.prg Normal file
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@ -0,0 +1,202 @@
not starting from checkpoint file.
200 fitness cases:
x = 3.48507, y = 205.47757
x = -1.04340, y = 0.09458
x = -1.19007, y = 0.54655
x = 4.32775, y = 454.90576
x = 2.78638, y = 92.46174
x = -3.56973, y = 126.06716
x = -2.13520, y = 13.47445
x = 1.35870, y = 9.12094
x = -3.10486, y = 69.53618
x = -2.65867, y = 35.58110
x = -2.94365, y = 55.29801
x = 3.69881, y = 255.15900
x = 1.61889, y = 15.35122
x = 4.70644, y = 621.75645
x = -2.97729, y = 58.07087
x = 3.50920, y = 210.68355
x = -4.54350, y = 348.45500
x = -2.19320, y = 15.20477
x = -1.53204, y = 2.72828
x = 1.70212, y = 17.92448
x = -0.37983, y = -0.26954
x = -1.98520, y = 9.66365
x = -4.94409, y = 496.15855
x = -0.47673, y = -0.30615
x = -3.55990, y = 124.60012
x = 2.95679, y = 113.98222
x = -4.36540, y = 294.66073
x = -1.81559, y = 6.36193
x = -1.27533, y = 0.92223
x = -4.75467, y = 421.43563
x = -0.23221, y = -0.18790
x = -3.59361, y = 129.68498
x = 2.08937, y = 34.63300
x = -1.16687, y = 0.45984
x = -3.38398, y = 100.44930
x = -3.67054, y = 141.86688
x = -4.94603, y = 496.97018
x = -0.01264, y = -0.01248
x = 0.90787, y = 3.15975
x = -2.92188, y = 53.55704
x = -3.14351, y = 73.32227
x = -4.96951, y = 506.89494
x = 0.67620, y = 1.65174
x = -1.54321, y = 2.83468
x = 2.48013, y = 61.72166
x = -4.22541, y = 256.95686
x = 4.20059, y = 407.30962
x = -2.73170, y = 40.02992
x = 1.45899, y = 11.22444
x = -2.31578, y = 19.38793
x = 2.16779, y = 39.13790
x = 0.07174, y = 0.07728
x = -1.68678, y = 4.45448
x = -4.52003, y = 340.97414
x = 4.24092, y = 421.97457
x = 2.07868, y = 34.05170
x = 1.86723, y = 24.02015
x = 4.97680, y = 766.49446
x = 2.71173, y = 84.08006
x = 1.45691, y = 11.17738
x = -3.62370, y = 134.35195
x = 2.87744, y = 103.53411
x = -4.54917, y = 350.28277
x = 4.81702, y = 678.20520
x = -4.51516, y = 339.43874
x = -2.97414, y = 57.80628
x = -1.97740, y = 9.48974
x = -1.83790, y = 6.74174
x = -2.77368, y = 42.76808
x = -3.75188, y = 155.66211
x = 4.30861, y = 447.48330
x = 3.18820, y = 149.07898
x = 1.34781, y = 8.91281
x = -4.21626, y = 254.62511
x = 4.53433, y = 541.03846
x = 4.54843, y = 547.34005
x = 4.70158, y = 619.36025
x = 4.57593, y = 559.77893
x = 0.28235, y = 0.39093
x = -0.63858, y = -0.32491
x = -3.91045, y = 185.41707
x = -4.34220, y = 288.14276
x = 0.47268, y = 0.85163
x = 2.26776, y = 45.52071
x = 3.86903, y = 300.83704
x = 1.89035, y = 24.98832
x = -4.04444, y = 213.72357
x = 2.27234, y = 45.83147
x = -1.65171, y = 4.01311
x = 4.59015, y = 566.29639
x = 3.30686, y = 169.98524
x = 1.89187, y = 25.05263
x = -2.23895, y = 16.67953
x = -0.34025, y = -0.25047
x = -2.23048, y = 16.39900
x = -1.33171, y = 1.22515
x = -1.31732, y = 1.14342
x = -0.10754, y = -0.09708
x = -1.07754, y = 0.18055
x = 2.93169, y = 110.59477
x = -3.92699, y = 188.75114
x = 4.62466, y = 582.34627
x = 1.98596, y = 29.31798
x = -2.90244, y = 52.03723
x = -3.40533, y = 103.17573
x = 1.51000, y = 12.43183
x = 4.59906, y = 570.40556
x = 1.04546, y = 4.47575
x = -3.38905, y = 101.09164
x = -2.64944, y = 35.04592
x = 1.12312, y = 5.39235
x = 4.59489, y = 568.47925
x = 1.62851, y = 15.63281
x = 3.12158, y = 138.23413
x = 3.15005, y = 142.79297
x = -0.51556, y = -0.31614
x = 0.11639, y = 0.13170
x = 0.79107, y = 2.30355
x = 2.04751, y = 32.39873
x = 1.81655, y = 21.99979
x = 3.34319, y = 176.80963
x = 3.13014, y = 139.59259
x = 4.23964, y = 421.50452
x = -0.70538, y = -0.31122
x = -4.82489, y = 448.07025
x = 4.68395, y = 610.72111
x = -3.79776, y = 163.87222
x = -0.74975, y = -0.29309
x = 4.18907, y = 403.19263
x = -1.97567, y = 9.45160
x = 4.94938, y = 750.75761
x = -1.34388, y = 1.29674
x = 2.96498, y = 115.10537
x = -2.06821, y = 11.65960
x = 3.23830, y = 157.65280
x = -3.50534, y = 116.69051
x = -0.97072, y = -0.05521
x = 2.35110, y = 51.42973
x = 4.11771, y = 378.38040
x = -0.61541, y = -0.32632
x = -3.22604, y = 81.91920
x = 0.16449, y = 0.19673
x = -4.77516, y = 429.08200
x = 1.53174, y = 12.97656
x = -3.75303, y = 155.86425
x = -4.82328, y = 447.44613
x = 2.65222, y = 77.82430
x = 3.46642, y = 201.52216
x = -0.51536, y = -0.31610
x = -1.91443, y = 8.16668
x = -2.53395, y = 28.84480
x = 4.43243, y = 497.14359
x = 0.70339, y = 1.79095
x = -4.10186, y = 226.79871
x = 2.98231, y = 117.50867
x = 2.41688, y = 56.49706
x = -3.34032, y = 95.04236
x = -0.94583, y = -0.09707
x = -1.14074, y = 0.36947
x = -4.90000, y = 477.93947
x = -2.51929, y = 28.12005
x = -2.75204, y = 41.33966
x = 1.92775, y = 26.61838
x = 2.22636, y = 42.78712
x = -4.42340, y = 311.43911
x = -4.04137, y = 213.04042
x = 4.37005, y = 471.63279
x = -4.90323, y = 479.25784
x = 1.87461, y = 24.32596
x = 2.97333, y = 116.25827
x = 1.83221, y = 22.60948
x = 1.64997, y = 16.27563
x = -3.69357, y = 145.67554
x = -1.03806, y = 0.08209
x = -0.64950, y = -0.32368
x = 3.91075, y = 312.92244
x = -2.57325, y = 30.85524
x = 3.34150, y = 176.48912
x = 1.31231, y = 8.26026
x = -2.24177, y = 16.77365
x = 3.02427, y = 123.48393
x = 2.14807, y = 37.96479
x = -4.60902, y = 369.99048
x = 4.08907, y = 368.75540
x = -4.45639, y = 321.29646
x = 2.70142, y = 82.96861
x = 1.72837, y = 18.80240
x = -4.26138, y = 266.27612
x = -2.64482, y = 34.78036
x = 2.27967, y = 46.33156
x = -2.87539, y = 49.97669
x = -1.06749, y = 0.15413
x = -4.52352, y = 342.07975
x = -3.85562, y = 174.68623
x = 2.55237, y = 68.13490
x = 0.12399, y = 0.14151
x = -1.14195, y = 0.37348
x = 1.26290, y = 7.41583
x = -2.81876, y = 45.86010
x = -2.66379, y = 35.88026

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