From df23a14c7c72a65342ff44b9972b3536f232bb09 Mon Sep 17 00:00:00 2001 From: Brett Date: Mon, 1 Apr 2024 20:34:44 -0400 Subject: [PATCH] uwu --- CMakeLists.txt | 2 +- .../reply/index-2024-04-02T00-12-43-0143.json | 132 -- build/.ninja_deps | Bin 91320 -> 92960 bytes build/.ninja_log | 57 +- .../src/runner/main.cpp.o | Bin 5144176 -> 5175872 bytes build/FinalProject_Runner | Bin 9066032 -> 9078040 bytes build/run_0/regress.bst | 29 +- build/run_0/regress.fn | 27 +- build/run_0/regress.his | 546 +---- build/run_0/regress.prg | 1986 ++++++++-------- build/run_0/regress.stt | 25 +- build/run_0/regress.sys | 57 +- build/run_1/regress.bst | 28 +- build/run_1/regress.fn | 28 +- build/run_1/regress.his | 656 +++--- build/run_1/regress.prg | 1990 ++++++++-------- build/run_1/regress.stt | 40 +- build/run_1/regress.sys | 52 +- build/run_2/regress.bst | 25 +- build/run_2/regress.fn | 23 +- build/run_2/regress.his | 329 ++- build/run_2/regress.prg | 1992 ++++++++-------- build/run_2/regress.stt | 25 +- build/run_2/regress.sys | 39 +- build/run_3/regress.bst | 23 +- build/run_3/regress.fn | 21 +- build/run_3/regress.his | 251 ++- build/run_3/regress.prg | 1982 ++++++++-------- build/run_3/regress.stt | 15 +- build/run_3/regress.sys | 27 +- build/run_4/regress.bst | 26 +- build/run_4/regress.fn | 26 +- build/run_4/regress.his | 645 +++--- build/run_4/regress.prg | 1992 ++++++++-------- build/run_4/regress.stt | 45 +- build/run_4/regress.sys | 43 +- build/run_5/regress.bst | 35 +- build/run_5/regress.fn | 35 +- build/run_5/regress.his | 1452 ++++++++++-- build/run_5/regress.prg | 1984 ++++++++-------- build/run_5/regress.stt | 66 +- build/run_5/regress.sys | 159 +- build/run_6/regress.bst | 35 +- build/run_6/regress.fn | 33 +- build/run_6/regress.his | 309 ++- build/run_6/regress.prg | 1994 ++++++++--------- build/run_6/regress.stt | 15 +- build/run_6/regress.sys | 27 +- build/run_7/regress.bst | 26 +- build/run_7/regress.fn | 24 +- build/run_7/regress.his | 1130 +--------- build/run_7/regress.prg | 1994 ++++++++--------- build/run_7/regress.stt | 57 +- build/run_7/regress.sys | 178 +- build/run_8/regress.bst | 36 +- build/run_8/regress.fn | 34 +- build/run_8/regress.his | 489 +++- build/run_8/regress.prg | 1986 ++++++++-------- build/run_8/regress.stt | 20 +- build/run_8/regress.sys | 42 +- build/run_9/regress.bst | 29 +- build/run_9/regress.fn | 27 +- build/run_9/regress.his | 249 +- build/run_9/regress.prg | 1990 ++++++++-------- build/run_9/regress.stt | 15 +- build/run_9/regress.sys | 27 +- input.file | 4 +- src/runner/main.cpp | 6 +- 68 files changed, 13926 insertions(+), 13765 deletions(-) delete mode 100644 build/.cmake/api/v1/reply/index-2024-04-02T00-12-43-0143.json diff --git a/CMakeLists.txt b/CMakeLists.txt index a34d291..1f83226 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -1,6 +1,6 @@ cmake_minimum_required(VERSION 3.20.2) project(FinalProject C CXX) -set(PROJECT_VERSION 0.3.1) +set(PROJECT_VERSION 0.3.2) option(ENABLE_ADDRSAN 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generation: 1 + nodes: 5 + depth: 2 + hits: 532 TOP INDIVIDUAL: -- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 + hits: 532 + raw fitness: 532.0000 + standardized fitness: 532.0000 + adjusted fitness: 0.9981 TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (- (* eccentricity extent) 0.69832) TREE-equ: -y = (exp(minor) / ((log(((convex / minor) / (convex + extent))) / ((exp(perimeter) + log(minor)) * ((extent * extent) + exp(minor)))) * exp(((exp(eccentricity) - (convex * major)) / exp(log(area)))))) +y = ((eccentricity * extent) - 0.69832) diff --git a/build/run_0/regress.fn b/build/run_0/regress.fn index 9cd4d71..2fde6c5 100644 --- a/build/run_0/regress.fn +++ b/build/run_0/regress.fn @@ -1,21 +1,12 @@ -Hits: 2581, Total Size: 2810, Percent Hit: 91.850534 -CC: 964 -CO: 151 -OO: 1617 -OC: 78 -Fitness: 0.998891 -Hits: 901 +Hits: 1703, Total Size: 2810, Percent Hit: 60.604982 +CC: 120 +CO: 1004 +OO: 1583 +OC: 103 +Fitness: 0.998124 +Hits: 532 -y = (exp(minor) / ((log(((convex / minor) / (convex + extent))) / ((exp(perimeter) + log(minor)) * ((extent * extent) + exp(minor)))) * exp(((exp(eccentricity) - (convex * major)) / exp(log(area)))))) +y = ((eccentricity * extent) - 0.69832) - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (- (* eccentricity extent) 0.69832) diff --git a/build/run_0/regress.his b/build/run_0/regress.his index 9616431..35a7485 100644 --- a/build/run_0/regress.his +++ b/build/run_0/regress.his @@ -1,541 +1,87 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 50 - depth: 6 - hits: 899 + nodes: 1 + depth: 0 + hits: 506 TOP INDIVIDUAL: -- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 + hits: 506 + raw fitness: 506.0000 + standardized fitness: 506.0000 + adjusted fitness: 0.9980 TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (+ (* (log minor) + (log major)) + (exp (/ eccentricity eccentricity))) === BEST-OF-RUN === current generation: 1 - generation: 0 - nodes: 50 - depth: 6 - hits: 899 + generation: 1 + nodes: 5 + depth: 2 + hits: 532 TOP INDIVIDUAL: -- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 + hits: 532 + raw fitness: 532.0000 + standardized fitness: 532.0000 + adjusted fitness: 0.9981 TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (- (* eccentricity extent) 0.69832) === BEST-OF-RUN === current generation: 2 - generation: 0 - nodes: 50 - depth: 6 - hits: 899 + generation: 1 + nodes: 5 + depth: 2 + hits: 532 TOP INDIVIDUAL: -- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 + hits: 532 + raw fitness: 532.0000 + standardized fitness: 532.0000 + adjusted fitness: 0.9981 TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (- (* eccentricity extent) 0.69832) === BEST-OF-RUN === current generation: 3 - generation: 0 - nodes: 50 - depth: 6 - hits: 899 + generation: 1 + nodes: 5 + depth: 2 + hits: 532 TOP INDIVIDUAL: -- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 + hits: 532 + raw fitness: 532.0000 + standardized fitness: 532.0000 + adjusted fitness: 0.9981 TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (- (* eccentricity extent) 0.69832) === BEST-OF-RUN === current generation: 4 - generation: 0 - nodes: 50 - depth: 6 - hits: 899 + generation: 1 + nodes: 5 + depth: 2 + hits: 532 TOP INDIVIDUAL: -- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 + hits: 532 + raw fitness: 532.0000 + standardized fitness: 532.0000 + adjusted fitness: 0.9981 TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 5 - generation: 0 - nodes: 50 - depth: 6 - hits: 899 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 6 - generation: 0 - nodes: 50 - depth: 6 - hits: 899 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 899 - raw fitness: 899.0000 - standardized fitness: 899.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp (exp (* (+ (* convex extent) - (exp area)) - (+ (/ eccentricity eccentricity) - (+ major eccentricity))))) - (* (/ (log (/ (/ convex minor) - (+ eccentricity major))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 7 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 8 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 9 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 10 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 11 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 12 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 13 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 14 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 15 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 16 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 17 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 18 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) -=== BEST-OF-RUN === - current generation: 19 - generation: 7 - nodes: 36 - depth: 6 - hits: 901 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 901 - raw fitness: 901.0000 - standardized fitness: 901.0000 - adjusted fitness: 0.9989 -TREE: - (/ (exp minor) - (* (/ (log (/ (/ convex minor) - (+ convex extent))) - (* (+ (exp perimeter) - (log minor)) - (+ (* extent extent) - (exp minor)))) - (exp (/ (- (exp eccentricity) - (* convex major)) - (exp (log area)))))) + (- (* eccentricity extent) 0.69832) diff --git a/build/run_0/regress.prg b/build/run_0/regress.prg index f3c653e..26c0d3c 100644 --- a/build/run_0/regress.prg +++ b/build/run_0/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 14300.00000, perimeter = 504.37701, major_axis_length = 212.59837, minor_axis_length = 87.49030, eccentricity = 0.91140, convex_area = 14772.00000, extent = 0.54044, type = C - area = 10367.00000, perimeter = 412.00500, major_axis_length = 173.72050, minor_axis_length = 76.78864, eccentricity = 0.89700, convex_area = 10591.00000, extent = 0.61974, type = O - area = 14131.00000, perimeter = 490.70099, major_axis_length = 206.92667, minor_axis_length = 88.28405, eccentricity = 0.90442, convex_area = 14519.00000, extent = 0.75293, type = C - area = 10173.00000, perimeter = 406.96600, major_axis_length = 174.50359, minor_axis_length = 74.86865, eccentricity = 0.90329, convex_area = 10342.00000, extent = 0.76271, type = O - area = 12776.00000, perimeter = 457.47101, major_axis_length = 184.23286, minor_axis_length = 89.64104, eccentricity = 0.87365, convex_area = 13089.00000, extent = 0.74301, type = O - area = 12539.00000, perimeter = 442.29700, major_axis_length = 178.60106, minor_axis_length = 90.33458, eccentricity = 0.86266, convex_area = 12790.00000, extent = 0.73448, type = O - area = 14092.00000, perimeter = 499.41699, major_axis_length = 210.96301, minor_axis_length = 86.79673, eccentricity = 0.91144, convex_area = 14618.00000, extent = 0.77293, type = C - area = 10965.00000, perimeter = 416.62701, major_axis_length = 171.80995, minor_axis_length = 82.71229, eccentricity = 0.87649, convex_area = 11167.00000, extent = 0.66054, type = O - area = 15009.00000, perimeter = 507.41699, major_axis_length = 217.13300, minor_axis_length = 88.92488, eccentricity = 0.91229, convex_area = 15387.00000, extent = 0.59859, type = C - area = 11385.00000, perimeter = 436.60699, major_axis_length = 180.06990, minor_axis_length = 82.65318, eccentricity = 0.88843, convex_area = 11778.00000, extent = 0.75976, type = O - area = 12079.00000, perimeter = 445.99500, major_axis_length = 190.67360, minor_axis_length = 81.13325, eccentricity = 0.90495, convex_area = 12462.00000, extent = 0.64267, type = C - area = 12579.00000, perimeter = 445.88800, major_axis_length = 185.28030, minor_axis_length = 86.88208, eccentricity = 0.88324, convex_area = 12794.00000, extent = 0.65298, type = O - area = 12906.00000, perimeter = 449.79099, major_axis_length = 180.67589, minor_axis_length = 92.46822, eccentricity = 0.85911, convex_area = 13278.00000, extent = 0.63592, type = O - area = 14485.00000, perimeter = 495.46600, major_axis_length = 212.00166, minor_axis_length = 88.23765, eccentricity = 0.90927, convex_area = 14745.00000, extent = 0.64510, type = C - area = 15164.00000, perimeter = 501.65201, major_axis_length = 212.15840, minor_axis_length = 92.44685, eccentricity = 0.90007, convex_area = 15461.00000, extent = 0.70106, type = C - area = 12610.00000, perimeter = 454.68701, major_axis_length = 185.64877, minor_axis_length = 87.92713, eccentricity = 0.88073, convex_area = 12934.00000, extent = 0.59789, type = O - area = 12405.00000, perimeter = 437.08600, major_axis_length = 178.09366, minor_axis_length = 89.96077, eccentricity = 0.86304, convex_area = 12615.00000, extent = 0.81015, type = O - area = 14853.00000, perimeter = 488.56100, major_axis_length = 201.56313, minor_axis_length = 95.47245, eccentricity = 0.88071, convex_area = 15224.00000, extent = 0.67853, type = C - area = 11485.00000, perimeter = 424.48801, major_axis_length = 175.31537, minor_axis_length = 84.48103, eccentricity = 0.87624, convex_area = 11688.00000, extent = 0.60626, type = O - area = 13688.00000, perimeter = 481.31400, major_axis_length = 204.30884, minor_axis_length = 86.37804, eccentricity = 0.90623, convex_area = 14024.00000, extent = 0.78939, type = C - area = 10469.00000, perimeter = 402.45099, major_axis_length = 159.39949, minor_axis_length = 84.83900, eccentricity = 0.84659, convex_area = 10746.00000, extent = 0.77411, type = O - area = 12518.00000, perimeter = 473.38400, major_axis_length = 203.92206, minor_axis_length = 80.00767, eccentricity = 0.91982, convex_area = 12778.00000, extent = 0.68033, type = C - area = 14471.00000, perimeter = 491.34201, major_axis_length = 200.41316, minor_axis_length = 92.81940, eccentricity = 0.88629, convex_area = 14736.00000, extent = 0.58597, type = C - area = 10973.00000, perimeter = 419.94299, major_axis_length = 171.83344, minor_axis_length = 82.90456, eccentricity = 0.87591, convex_area = 11239.00000, extent = 0.70475, type = O - area = 11068.00000, perimeter = 419.92999, major_axis_length = 174.13010, minor_axis_length = 81.80955, eccentricity = 0.88276, convex_area = 11242.00000, extent = 0.60392, type = C - area = 10713.00000, perimeter = 443.40399, major_axis_length = 192.88618, minor_axis_length = 71.78690, eccentricity = 0.92816, convex_area = 10969.00000, extent = 0.69610, type = O - area = 11318.00000, perimeter = 427.75601, major_axis_length = 175.57466, minor_axis_length = 83.88063, eccentricity = 0.87850, convex_area = 11628.00000, extent = 0.58948, type = O - area = 15529.00000, perimeter = 509.01700, major_axis_length = 207.05132, minor_axis_length = 96.98811, eccentricity = 0.88350, convex_area = 15993.00000, extent = 0.59974, type = C - area = 11144.00000, perimeter = 410.34399, major_axis_length = 164.09407, minor_axis_length = 87.66368, eccentricity = 0.84534, convex_area = 11378.00000, extent = 0.63383, type = O - area = 15554.00000, perimeter = 502.09601, major_axis_length = 206.27753, minor_axis_length = 97.22339, eccentricity = 0.88196, convex_area = 15826.00000, extent = 0.82734, type = C - area = 9414.00000, perimeter = 407.82501, major_axis_length = 179.54588, minor_axis_length = 66.91816, eccentricity = 0.92795, convex_area = 9583.00000, extent = 0.81043, type = O - area = 10889.00000, perimeter = 409.01700, major_axis_length = 165.91946, minor_axis_length = 84.85235, eccentricity = 0.85934, convex_area = 11123.00000, extent = 0.80480, type = O - area = 13425.00000, perimeter = 477.19800, major_axis_length = 199.75636, minor_axis_length = 86.64097, eccentricity = 0.90104, convex_area = 13784.00000, extent = 0.61167, type = C - 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major_axis_length = 214.38994, minor_axis_length = 88.97662, eccentricity = 0.90981, convex_area = 15078.00000, extent = 0.78339, type = C - area = 10586.00000, perimeter = 423.74600, major_axis_length = 181.40466, minor_axis_length = 75.15121, eccentricity = 0.91015, convex_area = 10760.00000, extent = 0.78853, type = O - area = 15681.00000, perimeter = 507.69699, major_axis_length = 207.02451, minor_axis_length = 97.75848, eccentricity = 0.88149, convex_area = 16088.00000, extent = 0.69250, type = C - area = 13615.00000, perimeter = 468.05600, major_axis_length = 192.82779, minor_axis_length = 91.15475, eccentricity = 0.88121, convex_area = 13855.00000, extent = 0.58363, type = C - area = 13708.00000, perimeter = 486.39600, major_axis_length = 204.62373, minor_axis_length = 86.33973, eccentricity = 0.90662, convex_area = 14361.00000, extent = 0.58068, type = C - area = 11623.00000, perimeter = 424.35901, major_axis_length = 167.40399, minor_axis_length = 90.13301, eccentricity = 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extent = 0.64873, type = C + area = 11831.00000, perimeter = 428.70099, major_axis_length = 167.41664, minor_axis_length = 92.25314, eccentricity = 0.83448, convex_area = 12116.00000, extent = 0.77327, type = O + area = 12190.00000, perimeter = 445.89499, major_axis_length = 185.75694, minor_axis_length = 84.64902, eccentricity = 0.89013, convex_area = 12386.00000, extent = 0.71622, type = O + area = 14369.00000, perimeter = 491.04401, major_axis_length = 207.94737, minor_axis_length = 89.12215, eccentricity = 0.90350, convex_area = 14679.00000, extent = 0.60399, type = C + area = 12406.00000, perimeter = 441.87799, major_axis_length = 177.86269, minor_axis_length = 90.56725, eccentricity = 0.86065, convex_area = 12864.00000, extent = 0.62386, type = O + area = 13328.00000, perimeter = 489.38599, major_axis_length = 217.28561, minor_axis_length = 78.70891, eccentricity = 0.93209, convex_area = 13530.00000, extent = 0.75744, type = C diff --git a/build/run_0/regress.stt b/build/run_0/regress.stt index 836d1c0..8be8ebf 100644 --- a/build/run_0/regress.stt +++ b/build/run_0/regress.stt @@ -1,21 +1,6 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9608 0.9989 0.0000 17.710 3.420 50 6 59 6 0.9608 0.9989 0.0000 17.710 3.420 50 6 59 6 -1 0 0.9914 0.9989 0.0000 15.338 3.440 50 6 46 9 0.9761 0.9989 0.0000 16.524 3.430 50 6 59 6 -2 0 0.9932 0.9989 0.0000 14.500 3.463 50 6 7 3 0.9818 0.9989 0.0000 15.849 3.441 50 6 59 6 -3 0 0.9940 0.9989 0.0000 13.594 3.463 50 6 33 6 0.9849 0.9989 0.0000 15.285 3.446 50 6 59 6 -4 0 0.9944 0.9989 0.0000 13.295 3.502 50 6 57 15 0.9868 0.9989 0.0000 14.887 3.457 50 6 59 6 -5 0 0.9936 0.9989 0.0000 12.570 3.425 50 6 49 6 0.9879 0.9989 0.0000 14.501 3.452 50 6 59 6 -6 0 0.9926 0.9989 0.0000 11.911 3.345 50 6 30 5 0.9886 0.9989 0.0000 14.131 3.437 50 6 59 6 -7 0 0.9956 0.9989 0.0000 11.386 3.319 36 6 34 8 0.9895 0.9989 0.0000 13.788 3.422 36 6 59 6 -8 0 0.9932 0.9989 0.0000 11.028 3.297 36 6 35 9 0.9899 0.9989 0.0000 13.481 3.408 36 6 59 6 -9 0 0.9946 0.9989 0.0000 10.429 3.254 36 6 53 9 0.9904 0.9989 0.0000 13.176 3.393 36 6 59 6 -10 0 0.9948 0.9989 0.0000 9.917 3.166 36 6 20 6 0.9908 0.9989 0.0000 12.880 3.372 36 6 59 6 -11 0 0.9962 0.9989 0.0000 9.210 3.071 36 6 8 4 0.9912 0.9989 0.0000 12.574 3.347 36 6 59 6 -12 0 0.9952 0.9989 0.0000 8.630 2.912 36 6 56 12 0.9915 0.9989 0.0000 12.271 3.314 36 6 59 6 -13 0 0.9965 0.9989 0.0000 8.248 2.822 36 6 9 4 0.9919 0.9989 0.0000 11.983 3.278 36 6 59 6 -14 0 0.9960 0.9989 0.0000 8.042 2.771 36 6 13 5 0.9922 0.9989 0.0000 11.721 3.245 36 6 59 6 -15 0 0.9968 0.9989 0.0000 7.866 2.718 36 6 22 6 0.9925 0.9989 0.0000 11.480 3.212 36 6 59 6 -16 0 0.9972 0.9989 0.0000 7.666 2.677 36 6 41 8 0.9928 0.9989 0.0000 11.255 3.180 36 6 59 6 -17 0 0.9970 0.9989 0.0000 7.289 2.618 36 6 14 4 0.9930 0.9989 0.0000 11.035 3.149 36 6 59 6 -18 0 0.9974 0.9989 0.0000 6.997 2.559 36 6 15 5 0.9932 0.9989 0.0000 10.822 3.118 36 6 59 6 -19 0 0.9964 0.9989 0.0000 6.720 2.457 36 6 17 6 0.9934 0.9989 0.0000 10.617 3.085 36 6 59 6 +0 0 0.9621 0.9980 0.0000 17.092 3.272 1 0 83 6 0.9621 0.9980 0.0000 17.092 3.272 1 0 83 6 +1 0 0.9980 0.9981 0.9974 13.764 3.100 5 2 41 7 0.9801 0.9981 0.0000 15.428 3.186 5 2 83 6 +2 0 0.9940 0.9981 0.0000 13.336 3.108 5 2 26 7 0.9847 0.9981 0.0000 14.731 3.160 5 2 83 6 +3 0 0.9900 0.9981 0.0000 13.724 3.316 5 2 11 4 0.9860 0.9981 0.0000 14.479 3.199 5 2 83 6 +4 0 0.9940 0.9981 0.0000 13.592 3.296 5 2 26 7 0.9876 0.9981 0.0000 14.302 3.218 5 2 83 6 diff --git a/build/run_0/regress.sys b/build/run_0/regress.sys index a760b6c..cad70c3 100644 --- a/build/run_0/regress.sys +++ b/build/run_0/regress.sys @@ -14,71 +14,26 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 5966. + no random number seed specfied; using 0. creating initial population(s): - 7384 trees were generated to fill the population of 5000 (5000 trees). + 338 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 5. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 6. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 7. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 8. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 9. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 10. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 11. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 12. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 13. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 14. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 15. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 16. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 17. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 18. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 19. evaluation complete. (0s wall) breeding complete. (0s wall) diff --git a/build/run_1/regress.bst b/build/run_1/regress.bst index ccbb1cd..596df6c 100644 --- a/build/run_1/regress.bst +++ b/build/run_1/regress.bst @@ -1,26 +1,20 @@ === BEST-OF-RUN === - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 adjusted fitness: 0.9989 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) TREE-equ: -y = (exp((exp(((convex - major) / exp(area))) / exp(log(-0.43080)))) - ((log((exp(major) * exp(exp(((minor + eccentricity) * (eccentricity * -0.70567)))))) * (log((area * minor)) - ((0.07897 * major) * eccentricity))) - exp(log(exp((perimeter - area)))))) +y = log((exp(major) * exp((minor / log(eccentricity))))) diff --git a/build/run_1/regress.fn b/build/run_1/regress.fn index 1ce30e1..dc16311 100644 --- a/build/run_1/regress.fn +++ b/build/run_1/regress.fn @@ -1,20 +1,14 @@ -Hits: 2523, Total Size: 2810, Percent Hit: 89.786477 -CC: 896 -CO: 227 -OO: 1627 -OC: 60 -Fitness: 0.998866 -Hits: 881 +Hits: 2442, Total Size: 2810, Percent Hit: 86.903915 +CC: 1002 +CO: 119 +OO: 1440 +OC: 249 +Fitness: 0.998871 +Hits: 885 -y = (exp((exp(((convex - major) / exp(area))) / exp(log(-0.43080)))) - ((log((exp(major) * exp(exp(((minor + eccentricity) * (eccentricity * -0.70567)))))) * (log((area * minor)) - ((0.07897 * major) * eccentricity))) - exp(log(exp((perimeter - area)))))) +y = log((exp(major) * exp((minor / log(eccentricity))))) - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) diff --git a/build/run_1/regress.his b/build/run_1/regress.his index 1f8e5aa..5071f8a 100644 --- a/build/run_1/regress.his +++ b/build/run_1/regress.his @@ -1,402 +1,508 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 75 - depth: 6 - hits: 732 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 732 - raw fitness: 732.0000 - standardized fitness: 732.0000 - adjusted fitness: 0.9986 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (/ (+ (log (- (+ (- perimeter extent) - (+ minor eccentricity)) - (log (* perimeter extent)))) - (+ (+ (* (exp minor) - (log convex)) - (* (+ convex major) - (+ area eccentricity))) - (- (log (/ convex extent)) - (+ (* eccentricity area) - (/ major extent))))) - (/ (- (log (log (+ convex convex))) - (exp (exp (- extent convex)))) - (+ (* (log (exp perimeter)) - (* (+ -0.89637 eccentricity) - (* eccentricity major))) - (+ (/ (+ major extent) - (exp perimeter)) - (log (log area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 1 generation: 0 - nodes: 75 - depth: 6 - hits: 732 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 732 - raw fitness: 732.0000 - standardized fitness: 732.0000 - adjusted fitness: 0.9986 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (/ (+ (log (- (+ (- perimeter extent) - (+ minor eccentricity)) - (log (* perimeter extent)))) - (+ (+ (* (exp minor) - (log convex)) - (* (+ convex major) - (+ area eccentricity))) - (- (log (/ convex extent)) - (+ (* eccentricity area) - (/ major extent))))) - (/ (- (log (log (+ convex convex))) - (exp (exp (- extent convex)))) - (+ (* (log (exp perimeter)) - (* (+ -0.89637 eccentricity) - (* eccentricity major))) - (+ (/ (+ major extent) - (exp perimeter)) - (log (log area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 2 generation: 0 - nodes: 75 - depth: 6 - hits: 732 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 732 - raw fitness: 732.0000 - standardized fitness: 732.0000 - adjusted fitness: 0.9986 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (/ (+ (log (- (+ (- perimeter extent) - (+ minor eccentricity)) - (log (* perimeter extent)))) - (+ (+ (* (exp minor) - (log convex)) - (* (+ convex major) - (+ area eccentricity))) - (- (log (/ convex extent)) - (+ (* eccentricity area) - (/ major extent))))) - (/ (- (log (log (+ convex convex))) - (exp (exp (- extent convex)))) - (+ (* (log (exp perimeter)) - (* (+ -0.89637 eccentricity) - (* eccentricity major))) - (+ (/ (+ major extent) - (exp perimeter)) - (log (log area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 3 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 4 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 5 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 6 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 7 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 8 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 9 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 10 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 0 + nodes: 24 + depth: 5 + hits: 670 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 - adjusted fitness: 0.9989 + hits: 670 + raw fitness: 670.0000 + standardized fitness: 670.0000 + adjusted fitness: 0.9985 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (/ (- (/ (- perimeter area) + (- area area)) + (+ (log major) + (+ 0.39296 0.03396))) + (log (/ (/ convex major) + (/ -0.42737 extent))))) === BEST-OF-RUN === current generation: 11 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 adjusted fitness: 0.9989 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) === BEST-OF-RUN === current generation: 12 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 adjusted fitness: 0.9989 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) === BEST-OF-RUN === current generation: 13 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 adjusted fitness: 0.9989 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) === BEST-OF-RUN === current generation: 14 - generation: 3 - nodes: 44 - depth: 9 - hits: 881 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 adjusted fitness: 0.9989 TREE: - (- (exp (/ (exp (/ (- convex major) - (exp area))) - (exp (log -0.43080)))) - (- (* (log (* (exp major) - (exp (exp (* (+ minor eccentricity) - (* eccentricity -0.70567)))))) - (- (log (* area minor)) - (* (* 0.07897 major) eccentricity))) - (exp (log (exp (- perimeter area)))))) + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 11 + nodes: 9 + depth: 5 + hits: 885 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 885 + raw fitness: 885.0000 + standardized fitness: 885.0000 + adjusted fitness: 0.9989 +TREE: + (log (* (exp major) + (exp (/ minor + (log eccentricity))))) diff --git a/build/run_1/regress.prg b/build/run_1/regress.prg index 796c450..3777820 100644 --- a/build/run_1/regress.prg +++ b/build/run_1/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 11898.00000, perimeter = 422.36801, major_axis_length = 166.23572, minor_axis_length = 91.87953, eccentricity = 0.83338, convex_area = 12063.00000, extent = 0.66277, type = O - area = 14819.00000, perimeter = 496.62299, major_axis_length = 205.99135, minor_axis_length = 92.82657, eccentricity = 0.89271, convex_area = 15194.00000, extent = 0.72642, type = C - area = 15330.00000, perimeter = 501.69699, major_axis_length = 209.67932, minor_axis_length = 93.87273, eccentricity = 0.89419, convex_area = 15617.00000, extent = 0.58262, type = C - area = 15276.00000, perimeter = 506.68500, major_axis_length = 212.13568, minor_axis_length = 93.06375, eccentricity = 0.89863, convex_area = 15574.00000, extent = 0.57923, type = C - area = 10613.00000, perimeter = 423.32901, major_axis_length = 172.11276, minor_axis_length = 79.71240, eccentricity = 0.88628, convex_area = 10881.00000, extent = 0.58697, type = O - area = 9585.00000, perimeter = 397.72000, major_axis_length = 163.85312, minor_axis_length = 75.40806, eccentricity = 0.88781, convex_area = 9759.00000, extent = 0.72630, type = O - area = 15904.00000, perimeter = 511.02200, major_axis_length = 214.35056, minor_axis_length = 96.21210, eccentricity = 0.89361, convex_area = 16248.00000, extent = 0.71785, type = C - area = 15404.00000, perimeter = 499.23099, major_axis_length = 206.08693, minor_axis_length = 95.63304, eccentricity = 0.88581, convex_area = 15740.00000, extent = 0.62476, type = C - area = 14071.00000, perimeter = 479.09299, major_axis_length = 197.40497, minor_axis_length = 92.30099, eccentricity = 0.88396, convex_area = 14398.00000, extent = 0.59900, type = C - area = 16454.00000, perimeter = 518.10901, major_axis_length = 217.09853, minor_axis_length = 97.78069, eccentricity = 0.89283, convex_area = 16893.00000, extent = 0.79719, type = C - area = 12835.00000, perimeter = 481.50299, major_axis_length = 212.53754, minor_axis_length = 77.45262, eccentricity = 0.93124, convex_area = 13055.00000, extent = 0.51195, type = C - area = 14041.00000, perimeter = 491.66101, major_axis_length = 212.85693, minor_axis_length = 84.56731, eccentricity = 0.91769, convex_area = 14289.00000, extent = 0.78661, type = C - area = 14709.00000, perimeter = 515.84998, major_axis_length = 222.72284, 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minor_axis_length = 93.01495, eccentricity = 0.92077, convex_area = 17517.00000, extent = 0.57221, type = C + area = 15807.00000, perimeter = 513.51099, major_axis_length = 219.29633, minor_axis_length = 92.29657, eccentricity = 0.90712, convex_area = 16078.00000, extent = 0.78098, type = C + area = 13218.00000, perimeter = 454.99799, major_axis_length = 182.57840, minor_axis_length = 93.23714, eccentricity = 0.85978, convex_area = 13459.00000, extent = 0.73331, type = O + area = 9802.00000, perimeter = 396.81601, major_axis_length = 166.89021, minor_axis_length = 75.11701, eccentricity = 0.89298, convex_area = 9948.00000, extent = 0.57118, type = O + area = 13780.00000, perimeter = 497.42801, major_axis_length = 221.72290, minor_axis_length = 79.95213, eccentricity = 0.93272, convex_area = 14010.00000, extent = 0.55078, type = C + area = 13251.00000, perimeter = 460.53201, major_axis_length = 190.91631, minor_axis_length = 88.99756, eccentricity = 0.88470, convex_area = 13528.00000, extent = 0.74992, type = C + area = 11539.00000, perimeter = 423.69101, major_axis_length = 172.53592, minor_axis_length = 86.05996, eccentricity = 0.86672, convex_area = 11767.00000, extent = 0.64170, type = O + area = 11316.00000, perimeter = 418.54901, major_axis_length = 170.68570, minor_axis_length = 85.69088, eccentricity = 0.86484, convex_area = 11497.00000, extent = 0.60839, type = O + area = 15232.00000, perimeter = 508.81699, major_axis_length = 216.76291, minor_axis_length = 90.63309, eccentricity = 0.90839, convex_area = 15603.00000, extent = 0.59082, type = C + area = 10847.00000, perimeter = 417.67001, major_axis_length = 168.35777, minor_axis_length = 82.87085, eccentricity = 0.87046, convex_area = 11152.00000, extent = 0.62411, type = O + area = 14045.00000, perimeter = 482.74200, major_axis_length = 200.02724, minor_axis_length = 90.71384, eccentricity = 0.89125, convex_area = 14305.00000, extent = 0.57261, type = C + area = 10844.00000, perimeter = 412.66400, major_axis_length = 171.03000, minor_axis_length = 81.49285, eccentricity = 0.87918, convex_area = 11046.00000, extent = 0.81706, type = O + area = 14017.00000, perimeter = 471.81400, major_axis_length = 194.64345, minor_axis_length = 92.36013, eccentricity = 0.88025, convex_area = 14314.00000, extent = 0.70879, type = C + area = 15517.00000, perimeter = 481.37799, major_axis_length = 194.63751, minor_axis_length = 102.05839, eccentricity = 0.85150, convex_area = 15718.00000, extent = 0.65012, type = C + area = 9371.00000, perimeter = 401.89600, major_axis_length = 170.56949, minor_axis_length = 70.65042, eccentricity = 0.91018, convex_area = 9542.00000, extent = 0.77832, type = O + area = 12036.00000, perimeter = 436.15500, major_axis_length = 177.33658, minor_axis_length = 87.97986, eccentricity = 0.86826, convex_area = 12353.00000, extent = 0.61543, type = O + area = 12299.00000, perimeter = 437.13199, major_axis_length = 175.00462, minor_axis_length = 91.06096, eccentricity = 0.85396, convex_area = 12551.00000, extent = 0.62343, type = O + area = 12408.00000, perimeter = 454.39099, major_axis_length = 191.89653, minor_axis_length = 83.03348, eccentricity = 0.90154, convex_area = 12664.00000, extent = 0.58391, type = O + area = 14960.00000, perimeter = 496.92801, major_axis_length = 209.66216, minor_axis_length = 91.68534, eccentricity = 0.89932, convex_area = 15198.00000, extent = 0.76016, type = C + area = 11983.00000, perimeter = 430.63101, major_axis_length = 175.67865, minor_axis_length = 87.90483, eccentricity = 0.86581, convex_area = 12248.00000, extent = 0.62227, type = O + area = 14806.00000, perimeter = 498.63199, major_axis_length = 214.38994, minor_axis_length = 88.97662, eccentricity = 0.90981, convex_area = 15078.00000, extent = 0.78339, type = C + area = 13636.00000, perimeter = 481.25601, major_axis_length = 203.92857, minor_axis_length = 86.18014, eccentricity = 0.90632, convex_area = 13888.00000, extent = 0.54971, type = C + area = 8505.00000, perimeter = 359.10001, major_axis_length = 147.79889, minor_axis_length = 73.80869, eccentricity = 0.86638, convex_area = 8651.00000, extent = 0.67726, type = O + area = 14226.00000, perimeter = 491.38901, major_axis_length = 213.78671, minor_axis_length = 85.35412, eccentricity = 0.91684, convex_area = 14483.00000, extent = 0.66439, type = C + area = 12324.00000, perimeter = 449.15201, major_axis_length = 190.39249, minor_axis_length = 83.20514, eccentricity = 0.89945, convex_area = 12595.00000, extent = 0.76713, type = C + area = 14958.00000, perimeter = 505.25699, major_axis_length = 216.37630, minor_axis_length = 88.34891, eccentricity = 0.91284, convex_area = 15235.00000, extent = 0.70861, type = C + area = 11226.00000, perimeter = 425.01300, major_axis_length = 180.23428, minor_axis_length = 79.79391, eccentricity = 0.89666, convex_area = 11414.00000, extent = 0.71308, type = O + area = 12426.00000, perimeter = 451.08899, major_axis_length = 185.19102, minor_axis_length = 87.46068, eccentricity = 0.88145, convex_area = 12779.00000, extent = 0.62458, type = C + area = 11451.00000, perimeter = 426.24701, major_axis_length = 176.12180, minor_axis_length = 84.35532, eccentricity = 0.87784, convex_area = 11666.00000, extent = 0.60848, type = O + area = 11584.00000, perimeter = 434.73901, major_axis_length = 180.84743, minor_axis_length = 82.18375, eccentricity = 0.89078, convex_area = 11863.00000, extent = 0.68173, type = O + area = 11585.00000, perimeter = 428.37299, major_axis_length = 171.56198, minor_axis_length = 87.44052, eccentricity = 0.86037, convex_area = 11939.00000, extent = 0.60890, type = O + area = 14015.00000, perimeter = 475.72400, major_axis_length = 195.32164, minor_axis_length = 92.48479, eccentricity = 0.88079, convex_area = 14492.00000, extent = 0.74862, type = C + area = 14687.00000, perimeter = 498.39099, major_axis_length = 210.58044, minor_axis_length = 90.29588, eccentricity = 0.90340, convex_area = 14977.00000, extent = 0.56610, type = C + area = 11447.00000, perimeter = 436.86899, major_axis_length = 180.43732, minor_axis_length = 82.31013, eccentricity = 0.88989, convex_area = 11733.00000, extent = 0.57258, type = O + area = 12318.00000, perimeter = 442.58701, major_axis_length = 189.56444, minor_axis_length = 83.20393, eccentricity = 0.89853, convex_area = 12495.00000, extent = 0.65175, type = O + area = 13102.00000, perimeter = 479.27301, major_axis_length = 202.50768, minor_axis_length = 83.75623, eccentricity = 0.91046, convex_area = 13528.00000, extent = 0.61799, type = C + area = 13923.00000, perimeter = 462.70001, major_axis_length = 189.52571, minor_axis_length = 94.52522, eccentricity = 0.86675, convex_area = 14186.00000, extent = 0.72995, type = O + area = 14747.00000, perimeter = 494.94199, major_axis_length = 209.20590, minor_axis_length = 90.64754, eccentricity = 0.90125, convex_area = 15124.00000, extent = 0.55603, type = C + area = 14399.00000, perimeter = 484.08200, major_axis_length = 200.17354, minor_axis_length = 92.85159, eccentricity = 0.88591, convex_area = 14849.00000, extent = 0.60480, type = C + area = 12625.00000, perimeter = 448.33701, major_axis_length = 182.10194, minor_axis_length = 89.70995, eccentricity = 0.87024, convex_area = 12833.00000, extent = 0.60987, type = O + area = 17048.00000, perimeter = 525.53802, major_axis_length = 219.48859, minor_axis_length = 99.73430, eccentricity = 0.89080, convex_area = 17318.00000, extent = 0.69233, type = C + area = 13002.00000, perimeter = 460.12701, major_axis_length = 191.42421, minor_axis_length = 87.77464, eccentricity = 0.88868, convex_area = 13325.00000, extent = 0.67945, type = C + area = 9929.00000, perimeter = 395.87201, major_axis_length = 164.90814, minor_axis_length = 77.17049, eccentricity = 0.88375, convex_area = 10070.00000, extent = 0.61336, type = O + area = 11319.00000, perimeter = 414.01401, major_axis_length = 164.78081, minor_axis_length = 88.50933, eccentricity = 0.84350, convex_area = 11563.00000, extent = 0.74669, type = O + area = 13023.00000, perimeter = 480.44800, major_axis_length = 205.31209, minor_axis_length = 82.03385, eccentricity = 0.91671, convex_area = 13444.00000, extent = 0.63243, type = C + area = 11867.00000, perimeter = 434.81299, major_axis_length = 185.70448, minor_axis_length = 81.84723, eccentricity = 0.89764, convex_area = 12004.00000, extent = 0.68107, type = O + area = 14331.00000, perimeter = 502.03000, major_axis_length = 212.58145, minor_axis_length = 87.35810, eccentricity = 0.91166, convex_area = 14618.00000, extent = 0.54276, type = C + area = 12274.00000, perimeter = 441.85300, major_axis_length = 179.85391, minor_axis_length = 87.76014, eccentricity = 0.87287, convex_area = 12587.00000, extent = 0.61598, type = O + area = 11773.00000, perimeter = 433.98099, major_axis_length = 174.71716, minor_axis_length = 87.27270, eccentricity = 0.86631, convex_area = 12005.00000, extent = 0.60946, type = O + area = 11016.00000, perimeter = 421.10001, major_axis_length = 173.15601, minor_axis_length = 82.32682, eccentricity = 0.87974, convex_area = 11302.00000, extent = 0.78161, type = O + area = 12921.00000, perimeter = 449.48700, major_axis_length = 181.03468, minor_axis_length = 92.02007, eccentricity = 0.86118, convex_area = 13209.00000, extent = 0.62387, type = O + area = 10694.00000, perimeter = 405.67700, major_axis_length = 163.36748, minor_axis_length = 84.68367, eccentricity = 0.85516, convex_area = 10891.00000, extent = 0.75014, type = O + area = 12962.00000, perimeter = 456.71399, major_axis_length = 185.99910, minor_axis_length = 90.16757, eccentricity = 0.87464, convex_area = 13224.00000, extent = 0.60837, type = O + area = 14988.00000, perimeter = 499.35501, major_axis_length = 212.26198, minor_axis_length = 90.98808, eccentricity = 0.90347, convex_area = 15245.00000, extent = 0.58869, type = C + area = 11394.00000, perimeter = 416.16299, major_axis_length = 167.26898, minor_axis_length = 88.10797, eccentricity = 0.85002, convex_area = 11543.00000, extent = 0.78422, type = O + area = 13895.00000, perimeter = 488.25299, major_axis_length = 207.03448, minor_axis_length = 86.16099, eccentricity = 0.90929, convex_area = 14228.00000, extent = 0.78291, type = C + area = 13555.00000, perimeter = 477.87000, major_axis_length = 202.63708, minor_axis_length = 85.78796, eccentricity = 0.90596, convex_area = 13851.00000, extent = 0.57806, type = C + area = 14019.00000, perimeter = 475.75500, major_axis_length = 194.51793, minor_axis_length = 92.81696, eccentricity = 0.87881, convex_area = 14308.00000, extent = 0.59112, type = C + area = 15420.00000, perimeter = 503.45999, major_axis_length = 206.05655, minor_axis_length = 96.41728, eccentricity = 0.88377, convex_area = 15800.00000, extent = 0.58462, type = O + area = 11149.00000, perimeter = 411.30899, major_axis_length = 164.67229, minor_axis_length = 87.50299, eccentricity = 0.84714, convex_area = 11393.00000, extent = 0.75921, type = O + area = 15037.00000, perimeter = 501.46701, major_axis_length = 208.90558, minor_axis_length = 92.30457, eccentricity = 0.89709, convex_area = 15452.00000, extent = 0.57861, type = C + area = 11960.00000, perimeter = 440.94199, major_axis_length = 182.05344, minor_axis_length = 84.72266, eccentricity = 0.88511, convex_area = 12191.00000, extent = 0.62651, type = O + area = 11243.00000, perimeter = 419.02701, major_axis_length = 168.20508, minor_axis_length = 86.01402, eccentricity = 0.85936, convex_area = 11421.00000, extent = 0.63765, type = O + area = 15556.00000, perimeter = 510.51001, major_axis_length = 217.10223, minor_axis_length = 92.77322, eccentricity = 0.90410, convex_area = 15781.00000, extent = 0.60742, type = C + area = 10763.00000, perimeter = 411.28299, major_axis_length = 168.57059, minor_axis_length = 81.79902, eccentricity = 0.87437, convex_area = 10963.00000, extent = 0.76731, type = O + area = 11917.00000, perimeter = 437.30399, major_axis_length = 179.57648, minor_axis_length = 85.64931, eccentricity = 0.87893, convex_area = 12192.00000, extent = 0.63936, type = O diff --git a/build/run_1/regress.stt b/build/run_1/regress.stt index aad25fb..a438154 100644 --- a/build/run_1/regress.stt +++ b/build/run_1/regress.stt @@ -1,16 +1,26 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9535 0.9986 0.0000 18.561 3.463 75 6 73 6 0.9535 0.9986 0.0000 18.561 3.463 75 6 73 6 -1 0 0.9900 0.9986 0.0000 16.013 3.453 75 6 9 3 0.9718 0.9986 0.0000 17.287 3.458 75 6 73 6 -2 0 0.9924 0.9986 0.0000 15.427 3.529 75 6 41 6 0.9787 0.9986 0.0000 16.667 3.482 75 6 73 6 -3 0 0.9908 0.9989 0.0000 14.788 3.537 44 9 37 7 0.9817 0.9989 0.0000 16.197 3.496 44 9 73 6 -4 0 0.9936 0.9989 0.0000 14.366 3.534 44 9 22 10 0.9841 0.9989 0.0000 15.831 3.503 44 9 73 6 -5 0 0.9924 0.9989 0.0000 13.468 3.512 44 9 10 4 0.9855 0.9989 0.0000 15.437 3.505 44 9 73 6 -6 0 0.9936 0.9989 0.0000 12.605 3.415 44 9 50 17 0.9866 0.9989 0.0000 15.033 3.492 44 9 73 6 -7 0 0.9952 0.9989 0.0000 12.097 3.360 44 9 40 8 0.9877 0.9989 0.0000 14.666 3.476 44 9 73 6 -8 0 0.9948 0.9989 0.0000 11.330 3.302 44 9 20 6 0.9885 0.9989 0.0000 14.295 3.456 44 9 73 6 -9 0 0.9960 0.9989 0.0000 10.529 3.188 44 9 16 7 0.9893 0.9989 0.0000 13.918 3.429 44 9 73 6 -10 0 0.9950 0.9989 0.0000 10.063 3.148 44 9 35 7 0.9898 0.9989 0.0000 13.568 3.404 44 9 73 6 -11 0 0.9954 0.9989 0.0000 9.666 3.103 44 9 30 11 0.9902 0.9989 0.0000 13.243 3.379 44 9 73 6 -12 0 0.9966 0.9989 0.0000 9.375 3.042 44 9 58 13 0.9907 0.9989 0.0000 12.945 3.353 44 9 73 6 -13 0 0.9960 0.9989 0.0000 8.923 2.921 44 9 83 9 0.9911 0.9989 0.0000 12.658 3.322 44 9 73 6 -14 0 0.9954 0.9989 0.0000 8.480 2.831 44 9 22 7 0.9914 0.9989 0.0000 12.379 3.289 44 9 73 6 +0 0 0.9541 0.9985 0.0000 17.824 3.152 24 5 49 6 0.9541 0.9985 0.0000 17.824 3.152 24 5 49 6 +1 0 0.9900 0.9985 0.0000 15.420 3.136 24 5 59 10 0.9721 0.9985 0.0000 16.622 3.144 24 5 49 6 +2 0 0.9980 0.9985 0.9980 15.716 3.320 24 5 5 2 0.9807 0.9985 0.0000 16.320 3.203 24 5 49 6 +3 0 0.9980 0.9985 0.9978 16.944 3.512 24 5 47 6 0.9850 0.9985 0.0000 16.476 3.280 24 5 49 6 +4 0 0.9980 0.9985 0.9978 15.028 3.288 24 5 39 6 0.9876 0.9985 0.0000 16.186 3.282 24 5 49 6 +5 0 0.9980 0.9985 0.9980 14.972 3.172 24 5 86 7 0.9894 0.9985 0.0000 15.984 3.263 24 5 49 6 +6 0 0.9940 0.9985 0.0000 13.336 3.088 24 5 36 8 0.9900 0.9985 0.0000 15.606 3.238 24 5 49 6 +7 0 0.9980 0.9985 0.9980 13.692 3.024 24 5 13 4 0.9910 0.9985 0.0000 15.367 3.212 24 5 49 6 +8 0 0.9980 0.9985 0.9970 13.600 3.056 24 5 34 6 0.9918 0.9985 0.0000 15.170 3.194 24 5 49 6 +9 0 0.9940 0.9985 0.0000 13.812 3.320 24 5 68 6 0.9920 0.9985 0.0000 15.034 3.207 24 5 49 6 +10 0 0.9940 0.9985 0.0000 11.716 2.964 24 5 8 3 0.9922 0.9985 0.0000 14.733 3.185 24 5 49 6 +11 0 0.9980 0.9989 0.9979 12.228 3.000 9 5 71 7 0.9927 0.9989 0.0000 14.524 3.169 9 5 49 6 +12 0 0.9940 0.9989 0.0000 11.948 3.108 9 5 23 7 0.9928 0.9989 0.0000 14.326 3.165 9 5 49 6 +13 0 0.9940 0.9989 0.0000 10.712 2.920 9 5 59 9 0.9929 0.9989 0.0000 14.068 3.147 9 5 49 6 +14 0 0.9980 0.9989 0.9978 10.448 2.976 9 5 19 7 0.9932 0.9989 0.0000 13.826 3.136 9 5 49 6 +15 0 0.9980 0.9989 0.9980 11.200 3.080 9 5 1 0 0.9935 0.9989 0.0000 13.662 3.132 9 5 49 6 +16 0 0.9940 0.9989 0.0000 12.392 3.324 9 5 35 10 0.9936 0.9989 0.0000 13.588 3.144 9 5 49 6 +17 0 0.9980 0.9989 0.9980 10.960 3.080 9 5 3 1 0.9938 0.9989 0.0000 13.442 3.140 9 5 49 6 +18 0 0.9980 0.9989 0.9980 10.472 3.044 9 5 17 5 0.9940 0.9989 0.0000 13.285 3.135 9 5 49 6 +19 0 0.9980 0.9989 0.9980 11.036 3.168 9 5 8 3 0.9942 0.9989 0.0000 13.173 3.137 9 5 49 6 +20 0 0.9980 0.9989 0.9980 10.560 3.012 9 5 3 1 0.9944 0.9989 0.0000 13.048 3.131 9 5 49 6 +21 0 0.9980 0.9989 0.9778 11.964 3.196 9 5 15 5 0.9946 0.9989 0.0000 12.999 3.134 9 5 49 6 +22 0 0.9940 0.9989 0.0000 13.156 3.328 9 5 62 8 0.9946 0.9989 0.0000 13.006 3.142 9 5 49 6 +23 0 0.9940 0.9989 0.0000 13.928 3.384 9 5 11 5 0.9945 0.9989 0.0000 13.044 3.152 9 5 49 6 +24 0 0.9940 0.9989 0.0000 14.008 3.504 9 5 94 12 0.9945 0.9989 0.0000 13.083 3.166 9 5 49 6 diff --git a/build/run_1/regress.sys b/build/run_1/regress.sys index fe41c9e..a75bde9 100644 --- a/build/run_1/regress.sys +++ b/build/run_1/regress.sys @@ -14,34 +14,34 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 2678. + no random number seed specfied; using 63. creating initial population(s): - 7267 trees were generated to fill the population of 5000 (5000 trees). + 342 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 5. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 6. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 7. evaluation complete. (0s wall) @@ -59,11 +59,41 @@ no checkpointing will be done. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 12. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 13. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 14. - evaluation complete. (1s wall) + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) breeding complete. (0s wall) diff --git a/build/run_2/regress.bst b/build/run_2/regress.bst index 6573eb2..eb8bc56 100644 --- a/build/run_2/regress.bst +++ b/build/run_2/regress.bst @@ -1,22 +1,19 @@ === BEST-OF-RUN === - generation: 7 - nodes: 16 - depth: 7 - hits: 833 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 TOP INDIVIDUAL: -- #1 -- - hits: 833 - raw fitness: 833.0000 - standardized fitness: 833.0000 - adjusted fitness: 0.9988 + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 TREE: - (/ (exp major) - (log (exp (* major - (/ major - (+ (* -0.60973 minor) - (/ extent major))))))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) TREE-equ: -y = (exp(major) / log(exp((major * (major / ((-0.60973 * minor) + (extent / major))))))) +y = log((exp((0.50838 * (-0.71594 + eccentricity))) * eccentricity)) diff --git a/build/run_2/regress.fn b/build/run_2/regress.fn index 2c70ea7..db296be 100644 --- a/build/run_2/regress.fn +++ b/build/run_2/regress.fn @@ -1,16 +1,13 @@ -Hits: 2401, Total Size: 2810, Percent Hit: 85.444840 -CC: 793 -CO: 353 -OO: 1608 -OC: 56 -Fitness: 0.998801 -Hits: 833 +Hits: 1953, Total Size: 2810, Percent Hit: 69.501779 +CC: 386 +CO: 773 +OO: 1567 +OC: 84 +Fitness: 0.998464 +Hits: 650 -y = (exp(major) / log(exp((major * (major / ((-0.60973 * minor) + (extent / major))))))) +y = log((exp((0.50838 * (-0.71594 + eccentricity))) * eccentricity)) - (/ (exp major) - (log (exp (* major - (/ major - (+ (* -0.60973 minor) - (/ extent major))))))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) diff --git a/build/run_2/regress.his b/build/run_2/regress.his index 487116e..8df5c9d 100644 --- a/build/run_2/regress.his +++ b/build/run_2/regress.his @@ -1,192 +1,303 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 42 - depth: 5 - hits: 718 + nodes: 25 + depth: 4 + hits: 529 TOP INDIVIDUAL: -- #1 -- - hits: 718 - raw fitness: 718.0000 - standardized fitness: 718.0000 - adjusted fitness: 0.9986 + hits: 529 + raw fitness: 529.0000 + standardized fitness: 529.0000 + adjusted fitness: 0.9981 TREE: - (- (* (log (* (log minor) - (log eccentricity))) - (log (/ (- major area) - (* minor major)))) - (- (/ (- (log area) - (* 0.93176 minor)) - (- (+ area area) - (+ convex convex))) - (/ (/ (- convex eccentricity) - (exp area)) - (exp (/ major major))))) + (- (- (- (+ convex major) + (log major)) + (* (+ minor extent) + (* 0.33292 convex))) + (exp (log (/ convex major)))) === BEST-OF-RUN === current generation: 1 - generation: 1 - nodes: 3 - depth: 1 - hits: 752 + generation: 0 + nodes: 25 + depth: 4 + hits: 529 TOP INDIVIDUAL: -- #1 -- - hits: 752 - raw fitness: 752.0000 - standardized fitness: 752.0000 - adjusted fitness: 0.9987 + hits: 529 + raw fitness: 529.0000 + standardized fitness: 529.0000 + adjusted fitness: 0.9981 TREE: - (+ eccentricity -0.88071) + (- (- (- (+ convex major) + (log major)) + (* (+ minor extent) + (* 0.33292 convex))) + (exp (log (/ convex major)))) === BEST-OF-RUN === current generation: 2 - generation: 1 - nodes: 3 - depth: 1 - hits: 752 + generation: 2 + nodes: 43 + depth: 8 + hits: 563 TOP INDIVIDUAL: -- #1 -- - hits: 752 - raw fitness: 752.0000 - standardized fitness: 752.0000 - adjusted fitness: 0.9987 + hits: 563 + raw fitness: 563.0000 + standardized fitness: 563.0000 + adjusted fitness: 0.9982 TREE: - (+ eccentricity -0.88071) + (* (exp (* (- (/ major convex) + (/ area area)) + (log (/ minor eccentricity)))) + (+ (+ (log (exp (* (+ (log area) + (log extent)) + (- minor 0.65823)))) + (- (* -0.31320 perimeter) + (exp perimeter))) + (+ (/ (/ minor -0.36652) + (exp extent)) + (exp (exp -0.81269))))) === BEST-OF-RUN === current generation: 3 - generation: 3 - nodes: 7 - depth: 5 - hits: 818 + generation: 2 + nodes: 43 + depth: 8 + hits: 563 TOP INDIVIDUAL: -- #1 -- - hits: 818 - raw fitness: 818.0000 - standardized fitness: 818.0000 - adjusted fitness: 0.9988 + hits: 563 + raw fitness: 563.0000 + standardized fitness: 563.0000 + adjusted fitness: 0.9982 TREE: - (log (exp (/ (log (exp perimeter)) -0.64550))) + (* (exp (* (- (/ major convex) + (/ area area)) + (log (/ minor eccentricity)))) + (+ (+ (log (exp (* (+ (log area) + (log extent)) + (- minor 0.65823)))) + (- (* -0.31320 perimeter) + (exp perimeter))) + (+ (/ (/ minor -0.36652) + (exp extent)) + (exp (exp -0.81269))))) === BEST-OF-RUN === current generation: 4 - generation: 3 - nodes: 7 - depth: 5 - hits: 818 + generation: 2 + nodes: 43 + depth: 8 + hits: 563 TOP INDIVIDUAL: -- #1 -- - hits: 818 - raw fitness: 818.0000 - standardized fitness: 818.0000 - adjusted fitness: 0.9988 + hits: 563 + raw fitness: 563.0000 + standardized fitness: 563.0000 + adjusted fitness: 0.9982 TREE: - (log (exp (/ (log (exp perimeter)) -0.64550))) + (* (exp (* (- (/ major convex) + (/ area area)) + (log (/ minor eccentricity)))) + (+ (+ (log (exp (* (+ (log area) + (log extent)) + (- minor 0.65823)))) + (- (* -0.31320 perimeter) + (exp perimeter))) + (+ (/ (/ minor -0.36652) + (exp extent)) + (exp (exp -0.81269))))) === BEST-OF-RUN === current generation: 5 - generation: 3 - nodes: 7 + generation: 5 + nodes: 9 depth: 5 - hits: 818 + hits: 650 TOP INDIVIDUAL: -- #1 -- - hits: 818 - raw fitness: 818.0000 - standardized fitness: 818.0000 - adjusted fitness: 0.9988 + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 TREE: - (log (exp (/ (log (exp perimeter)) -0.64550))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) === BEST-OF-RUN === current generation: 6 - generation: 3 - nodes: 7 + generation: 5 + nodes: 9 depth: 5 - hits: 818 + hits: 650 TOP INDIVIDUAL: -- #1 -- - hits: 818 - raw fitness: 818.0000 - standardized fitness: 818.0000 - adjusted fitness: 0.9988 + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 TREE: - (log (exp (/ (log (exp perimeter)) -0.64550))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) === BEST-OF-RUN === current generation: 7 - generation: 7 - nodes: 16 - depth: 7 - hits: 833 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 TOP INDIVIDUAL: -- #1 -- - hits: 833 - raw fitness: 833.0000 - standardized fitness: 833.0000 - adjusted fitness: 0.9988 + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 TREE: - (/ (exp major) - (log (exp (* major - (/ major - (+ (* -0.60973 minor) - (/ extent major))))))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) === BEST-OF-RUN === current generation: 8 - generation: 7 - nodes: 16 - depth: 7 - hits: 833 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 TOP INDIVIDUAL: -- #1 -- - hits: 833 - raw fitness: 833.0000 - standardized fitness: 833.0000 - adjusted fitness: 0.9988 + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 TREE: - (/ (exp major) - (log (exp (* major - (/ major - (+ (* -0.60973 minor) - (/ extent major))))))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) === BEST-OF-RUN === current generation: 9 - generation: 7 - nodes: 16 - depth: 7 - hits: 833 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 TOP INDIVIDUAL: -- #1 -- - hits: 833 - raw fitness: 833.0000 - standardized fitness: 833.0000 - adjusted fitness: 0.9988 + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 TREE: - (/ (exp major) - (log (exp (* major - (/ major - (+ (* -0.60973 minor) - (/ extent major))))))) + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) +=== BEST-OF-RUN === + current generation: 10 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 +TREE: + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) +=== BEST-OF-RUN === + current generation: 11 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 +TREE: + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) +=== BEST-OF-RUN === + current generation: 12 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 +TREE: + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) +=== BEST-OF-RUN === + current generation: 13 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 +TREE: + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) +=== BEST-OF-RUN === + current generation: 14 + generation: 5 + nodes: 9 + depth: 5 + hits: 650 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 650 + raw fitness: 650.0000 + standardized fitness: 650.0000 + adjusted fitness: 0.9985 +TREE: + (log (* (exp (* 0.50838 + (+ -0.71594 eccentricity))) eccentricity)) diff --git a/build/run_2/regress.prg b/build/run_2/regress.prg index e74eefc..79be8ac 100644 --- a/build/run_2/regress.prg +++ b/build/run_2/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 10365.00000, perimeter = 416.33899, major_axis_length = 169.58658, minor_axis_length = 79.64149, eccentricity = 0.88287, convex_area = 10684.00000, extent = 0.59296, type = O - area = 16593.00000, perimeter = 524.83801, major_axis_length = 218.10382, minor_axis_length = 97.85260, eccentricity = 0.89371, convex_area = 16814.00000, extent = 0.59329, type = C - area = 12149.00000, perimeter = 455.56201, major_axis_length = 191.44572, minor_axis_length = 82.05867, eccentricity = 0.90348, convex_area = 12510.00000, extent = 0.71423, type = C - area = 10502.00000, perimeter = 402.83401, major_axis_length = 162.62514, minor_axis_length = 83.31460, eccentricity = 0.85880, convex_area = 10798.00000, extent = 0.63920, type = O - area = 14713.00000, perimeter = 493.21201, major_axis_length = 206.91612, minor_axis_length = 91.64847, eccentricity = 0.89656, convex_area = 15162.00000, extent = 0.59403, type = C - area = 10182.00000, perimeter = 404.84900, major_axis_length = 168.11896, minor_axis_length = 77.88881, eccentricity = 0.88620, convex_area = 10369.00000, extent = 0.79274, type = O - area = 11255.00000, perimeter = 442.61801, major_axis_length = 189.49684, minor_axis_length = 76.36518, eccentricity = 0.91520, convex_area = 11500.00000, extent = 0.77535, type = O - area = 14017.00000, perimeter = 474.31000, major_axis_length = 198.33673, minor_axis_length = 90.86869, eccentricity = 0.88887, convex_area = 14320.00000, extent = 0.76055, type = C - area = 9251.00000, perimeter = 375.60901, major_axis_length = 151.82417, minor_axis_length = 79.25947, eccentricity = 0.85292, convex_area = 9431.00000, extent = 0.62787, type = O - area = 15035.00000, perimeter = 506.15201, major_axis_length = 216.93530, minor_axis_length = 89.38924, eccentricity = 0.91116, convex_area = 15432.00000, extent = 0.60930, type = C - area = 14476.00000, perimeter = 489.23801, major_axis_length = 203.85884, minor_axis_length = 91.66153, eccentricity = 0.89321, convex_area = 14807.00000, extent = 0.67985, type = C - area = 11451.00000, perimeter = 426.24701, major_axis_length = 176.12180, minor_axis_length = 84.35532, eccentricity = 0.87784, convex_area = 11666.00000, extent = 0.60848, type = O - area = 12356.00000, perimeter = 427.89801, major_axis_length = 173.02116, minor_axis_length = 91.67184, eccentricity = 0.84810, convex_area = 12524.00000, extent = 0.79871, type = O - area = 10304.00000, perimeter = 416.56100, major_axis_length = 174.27423, minor_axis_length = 76.18439, eccentricity = 0.89939, convex_area = 10541.00000, extent = 0.61224, type = O - area = 12397.00000, perimeter = 433.35199, major_axis_length = 171.60930, minor_axis_length = 92.98810, eccentricity = 0.84047, convex_area = 12631.00000, extent = 0.63477, type = O - area = 13181.00000, perimeter = 470.38901, major_axis_length = 199.47208, minor_axis_length = 84.90553, eccentricity = 0.90489, convex_area = 13429.00000, extent = 0.73436, type = C - area = 11862.00000, perimeter = 436.29999, major_axis_length = 177.20021, minor_axis_length = 86.44499, eccentricity = 0.87293, convex_area = 12146.00000, extent = 0.76156, type = O - area = 11726.00000, perimeter = 450.74500, major_axis_length = 189.09308, minor_axis_length = 80.31675, eccentricity = 0.90531, convex_area = 12061.00000, extent = 0.55626, type = O - area = 10519.00000, perimeter = 406.75601, major_axis_length = 169.01904, minor_axis_length = 80.37228, eccentricity = 0.87970, convex_area = 10684.00000, extent = 0.60544, type = O - area = 15741.00000, perimeter = 523.77600, major_axis_length = 227.50233, minor_axis_length = 89.12435, eccentricity = 0.92007, convex_area = 15999.00000, extent = 0.56322, type = C - area = 14522.00000, perimeter = 499.82501, major_axis_length = 217.67436, minor_axis_length = 85.68789, eccentricity = 0.91926, convex_area = 14719.00000, extent = 0.53194, type = C - area = 12503.00000, perimeter = 449.59900, major_axis_length = 184.01433, minor_axis_length = 88.25850, eccentricity = 0.87747, convex_area = 12803.00000, extent = 0.78163, type = O - area = 12544.00000, perimeter = 437.26901, major_axis_length = 175.67209, minor_axis_length = 91.52435, eccentricity = 0.85356, convex_area = 12753.00000, extent = 0.78814, type = O - area = 10534.00000, perimeter = 423.62100, major_axis_length = 176.34372, minor_axis_length = 77.70800, eccentricity = 0.89767, convex_area = 10826.00000, extent = 0.80424, type = O - area = 12072.00000, perimeter = 452.26199, major_axis_length = 192.72191, minor_axis_length = 80.28837, eccentricity = 0.90909, convex_area = 12342.00000, extent = 0.69415, type = C - area = 13274.00000, perimeter = 471.05399, major_axis_length = 197.61220, minor_axis_length = 86.34554, eccentricity = 0.89949, convex_area = 13615.00000, extent = 0.62378, type = C - area = 11584.00000, perimeter = 431.35800, major_axis_length = 170.82942, minor_axis_length = 87.87009, eccentricity = 0.85757, convex_area = 11897.00000, extent = 0.61356, type = O - area = 15815.00000, perimeter = 504.22400, major_axis_length = 214.65469, minor_axis_length = 94.98798, eccentricity = 0.89676, convex_area = 16059.00000, extent = 0.80978, type = C - area = 11748.00000, perimeter = 446.69501, major_axis_length = 190.21332, minor_axis_length = 79.88956, eccentricity = 0.90752, convex_area = 11926.00000, extent = 0.80976, type = O - area = 11377.00000, perimeter = 456.45401, major_axis_length = 200.84261, minor_axis_length = 72.35117, eccentricity = 0.93286, convex_area = 11573.00000, extent = 0.75225, type = C - area = 13325.00000, perimeter = 468.35001, major_axis_length = 188.90274, minor_axis_length = 90.83171, eccentricity = 0.87681, convex_area = 13643.00000, extent = 0.61264, type = O - area = 11480.00000, perimeter = 419.10699, major_axis_length = 170.62241, minor_axis_length = 86.62787, eccentricity = 0.86152, convex_area = 11674.00000, extent = 0.78544, type = O - area = 10640.00000, perimeter = 411.88000, major_axis_length = 169.39047, minor_axis_length = 81.02848, eccentricity = 0.87817, convex_area = 10901.00000, extent = 0.66087, type = O - area = 13010.00000, perimeter = 450.56100, major_axis_length = 186.14745, minor_axis_length = 90.26014, eccentricity = 0.87458, convex_area = 13184.00000, extent = 0.63337, type = O - area = 13142.00000, perimeter = 464.65100, major_axis_length = 194.74500, minor_axis_length = 86.58730, eccentricity = 0.89572, convex_area = 13406.00000, extent = 0.66133, type = C - area = 10527.00000, perimeter = 403.34799, major_axis_length = 163.06924, minor_axis_length = 83.84019, eccentricity = 0.85771, convex_area = 10725.00000, extent = 0.63504, type = O - area = 15710.00000, perimeter = 517.07001, major_axis_length = 214.75021, minor_axis_length = 95.24736, eccentricity = 0.89626, convex_area = 16259.00000, extent = 0.60760, type = C - area = 13115.00000, perimeter = 461.03601, major_axis_length = 195.01874, minor_axis_length = 86.78284, eccentricity = 0.89553, convex_area = 13381.00000, extent = 0.73846, type = C - area = 12642.00000, perimeter = 462.80899, major_axis_length = 198.40471, minor_axis_length = 81.74517, eccentricity = 0.91118, convex_area = 12878.00000, extent = 0.60598, type = O - area = 10669.00000, perimeter = 403.67499, major_axis_length = 164.54738, minor_axis_length = 83.43629, eccentricity = 0.86191, convex_area = 10885.00000, extent = 0.71384, type = O - area = 12386.00000, perimeter = 467.85001, major_axis_length = 201.90131, minor_axis_length = 79.30883, eccentricity = 0.91962, convex_area = 12679.00000, extent = 0.79184, type = C - area = 13258.00000, perimeter = 476.09100, major_axis_length = 195.30478, minor_axis_length = 88.26482, eccentricity = 0.89205, convex_area = 13583.00000, extent = 0.57543, type = O - area = 13029.00000, perimeter = 466.88699, major_axis_length = 197.72624, minor_axis_length = 84.60393, eccentricity = 0.90383, convex_area = 13300.00000, extent = 0.61006, type = C - area = 9638.00000, perimeter = 398.91199, major_axis_length = 168.10983, minor_axis_length = 73.46514, eccentricity = 0.89946, convex_area = 9798.00000, extent = 0.72575, type = O - area = 13699.00000, perimeter = 480.72900, major_axis_length = 197.97092, minor_axis_length = 89.94907, eccentricity = 0.89082, convex_area = 14178.00000, extent = 0.67205, type = C - area = 12020.00000, perimeter = 425.73401, major_axis_length = 175.54869, minor_axis_length = 87.59830, eccentricity = 0.86660, convex_area = 12176.00000, extent = 0.64686, type = O - area = 12308.00000, perimeter = 451.60901, major_axis_length = 193.26753, minor_axis_length = 81.65989, eccentricity = 0.90635, convex_area = 12488.00000, extent = 0.72404, type = C - area = 10327.00000, perimeter = 403.39600, major_axis_length = 166.08113, minor_axis_length = 79.95890, eccentricity = 0.87648, convex_area = 10576.00000, extent = 0.62331, type = O - area = 10000.00000, perimeter = 415.27399, major_axis_length = 180.15187, minor_axis_length = 71.01284, eccentricity = 0.91903, convex_area = 10176.00000, extent = 0.54283, type = O - area = 12865.00000, perimeter = 460.66599, major_axis_length = 193.34824, minor_axis_length = 85.72440, eccentricity = 0.89634, convex_area = 13120.00000, extent = 0.63456, type = C - area = 15055.00000, perimeter = 508.27600, major_axis_length = 218.97652, minor_axis_length = 88.49115, eccentricity = 0.91471, convex_area = 15361.00000, extent = 0.68622, type = C - area = 13049.00000, perimeter = 469.53799, major_axis_length = 196.46617, minor_axis_length = 85.99484, eccentricity = 0.89912, convex_area = 13409.00000, extent = 0.72700, type = O - area = 14136.00000, perimeter = 488.96799, major_axis_length = 203.39066, minor_axis_length = 89.78699, eccentricity = 0.89729, convex_area = 14475.00000, extent = 0.59206, type = C - area = 14362.00000, perimeter = 479.93100, major_axis_length = 202.70265, minor_axis_length = 90.70675, eccentricity = 0.89429, convex_area = 14606.00000, extent = 0.59147, type = C - area = 10805.00000, perimeter = 410.44501, major_axis_length = 164.70444, minor_axis_length = 84.79468, eccentricity = 0.85729, convex_area = 11050.00000, extent = 0.58497, type = O - area = 9117.00000, perimeter = 393.83801, major_axis_length = 167.61137, minor_axis_length = 69.95189, eccentricity = 0.90875, convex_area = 9333.00000, extent = 0.54027, type = O - area = 14753.00000, perimeter = 494.85199, major_axis_length = 212.10301, minor_axis_length = 89.36530, eccentricity = 0.90691, convex_area = 15051.00000, extent = 0.81689, type = C - area = 15522.00000, perimeter = 507.24200, major_axis_length = 213.68193, minor_axis_length = 94.90154, eccentricity = 0.89596, convex_area = 15782.00000, extent = 0.77890, type = C - area = 13277.00000, perimeter = 463.96799, major_axis_length = 193.06090, minor_axis_length = 88.17571, eccentricity = 0.88961, convex_area = 13454.00000, extent = 0.61016, type = C - area = 14746.00000, perimeter = 504.31400, major_axis_length = 220.34344, minor_axis_length = 85.93158, eccentricity = 0.92082, convex_area = 14995.00000, extent = 0.79751, type = C - area = 14161.00000, perimeter = 488.68701, major_axis_length = 206.50746, minor_axis_length = 87.96767, eccentricity = 0.90473, convex_area = 14428.00000, extent = 0.59395, type = C - area = 11455.00000, perimeter = 405.61899, major_axis_length = 159.57027, minor_axis_length = 92.32996, eccentricity = 0.81560, convex_area = 11639.00000, extent = 0.77619, type = O - area = 11772.00000, perimeter = 434.08600, major_axis_length = 183.58832, minor_axis_length = 82.08577, eccentricity = 0.89447, convex_area = 11937.00000, 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a/build/run_2/regress.stt b/build/run_2/regress.stt index f44675a..beedc92 100644 --- a/build/run_2/regress.stt +++ b/build/run_2/regress.stt @@ -1,11 +1,16 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9608 0.9986 0.0000 18.322 3.470 42 5 82 6 0.9608 0.9986 0.0000 18.322 3.470 42 5 82 6 -1 0 0.9919 0.9987 0.0000 16.524 3.541 3 1 28 5 0.9764 0.9987 0.0000 17.423 3.506 3 1 82 6 -2 0 0.9902 0.9987 0.0000 15.776 3.589 3 1 41 6 0.9810 0.9987 0.0000 16.874 3.534 3 1 82 6 -3 0 0.9926 0.9988 0.0000 14.756 3.554 7 5 94 7 0.9839 0.9988 0.0000 16.344 3.539 7 5 82 6 -4 0 0.9926 0.9988 0.0000 14.150 3.539 7 5 70 7 0.9856 0.9988 0.0000 15.905 3.539 7 5 82 6 -5 0 0.9944 0.9988 0.0000 13.354 3.482 7 5 56 9 0.9871 0.9988 0.0000 15.480 3.529 7 5 82 6 -6 0 0.9950 0.9988 0.0000 12.732 3.454 7 5 27 7 0.9882 0.9988 0.0000 15.087 3.519 7 5 82 6 -7 0 0.9936 0.9988 0.0000 11.990 3.366 16 7 75 8 0.9889 0.9988 0.0000 14.700 3.500 16 7 82 6 -8 0 0.9956 0.9988 0.0000 11.135 3.275 16 7 22 7 0.9896 0.9988 0.0000 14.304 3.475 16 7 82 6 -9 0 0.9944 0.9988 0.0000 10.447 3.136 16 7 56 10 0.9901 0.9988 0.0000 13.918 3.441 16 7 82 6 +0 0 0.9660 0.9981 0.0000 17.312 3.240 25 4 52 6 0.9660 0.9981 0.0000 17.312 3.240 25 4 52 6 +1 0 0.9939 0.9981 0.0000 14.648 3.308 25 4 26 5 0.9800 0.9981 0.0000 15.980 3.274 25 4 52 6 +2 0 0.9979 0.9982 0.9979 15.556 3.492 43 8 72 7 0.9860 0.9982 0.0000 15.839 3.347 43 8 52 6 +3 0 0.9977 0.9982 0.9500 16.496 3.728 43 8 34 8 0.9889 0.9982 0.0000 16.003 3.442 43 8 52 6 +4 0 0.9860 0.9982 0.0000 15.032 3.644 43 8 38 8 0.9883 0.9982 0.0000 15.809 3.482 43 8 52 6 +5 0 0.9979 0.9985 0.9979 12.860 3.296 9 5 7 3 0.9899 0.9985 0.0000 15.317 3.451 9 5 52 6 +6 0 0.9979 0.9985 0.9979 12.208 3.236 9 5 5 2 0.9911 0.9985 0.0000 14.873 3.421 9 5 52 6 +7 0 0.9939 0.9985 0.0000 11.696 3.364 9 5 9 4 0.9914 0.9985 0.0000 14.476 3.413 9 5 52 6 +8 0 0.9939 0.9985 0.0000 11.072 3.296 9 5 36 8 0.9917 0.9985 0.0000 14.098 3.400 9 5 52 6 +9 0 0.9979 0.9985 0.9978 11.724 3.616 9 5 52 8 0.9923 0.9985 0.0000 13.860 3.422 9 5 52 6 +10 0 0.9939 0.9985 0.0000 11.692 3.640 9 5 77 11 0.9925 0.9985 0.0000 13.663 3.442 9 5 52 6 +11 0 0.9780 0.9985 0.0000 9.924 3.336 9 5 57 9 0.9913 0.9985 0.0000 13.352 3.433 9 5 52 6 +12 0 0.9939 0.9985 0.0000 7.732 2.804 9 5 66 13 0.9915 0.9985 0.0000 12.919 3.385 9 5 52 6 +13 0 0.9979 0.9985 0.9978 6.788 2.600 9 5 6 3 0.9919 0.9985 0.0000 12.481 3.329 9 5 52 6 +14 0 0.9899 0.9985 0.0000 7.736 2.796 9 5 53 10 0.9918 0.9985 0.0000 12.165 3.293 9 5 52 6 diff --git a/build/run_2/regress.sys b/build/run_2/regress.sys index b5403c8..4341d43 100644 --- a/build/run_2/regress.sys +++ b/build/run_2/regress.sys @@ -14,41 +14,56 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 342. + no random number seed specfied; using 511. creating initial population(s): - 7411 trees were generated to fill the population of 5000 (5000 trees). + 344 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 5. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 6. evaluation complete. (0s wall) - breeding complete. (1s wall) + breeding complete. (0s wall) === generation 7. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 8. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. evaluation complete. (0s wall) breeding complete. (0s wall) diff --git a/build/run_3/regress.bst b/build/run_3/regress.bst index 8ab844e..e71578e 100644 --- a/build/run_3/regress.bst +++ b/build/run_3/regress.bst @@ -1,19 +1,20 @@ === BEST-OF-RUN === - generation: 0 - nodes: 7 - depth: 2 - hits: 784 + generation: 7 + nodes: 13 + depth: 5 + hits: 616 TOP INDIVIDUAL: -- #1 -- - hits: 784 - raw fitness: 784.0000 - standardized fitness: 784.0000 - adjusted fitness: 0.9987 + hits: 616 + raw fitness: 616.0000 + standardized fitness: 616.0000 + adjusted fitness: 0.9984 TREE: - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (/ (log convex) + (+ (/ (log (- -0.57488 extent)) + (/ -0.15959 eccentricity)) eccentricity)) TREE-equ: -y = ((extent / minor) / (-0.88541 + eccentricity)) +y = (log(convex) / ((log((-0.57488 - extent)) / (-0.15959 / eccentricity)) + eccentricity)) diff --git a/build/run_3/regress.fn b/build/run_3/regress.fn index 2e9ee4e..6eea32a 100644 --- a/build/run_3/regress.fn +++ b/build/run_3/regress.fn @@ -1,13 +1,14 @@ -Hits: 2154, Total Size: 2810, Percent Hit: 76.654804 -CC: 1006 -CO: 129 -OO: 1148 -OC: 527 -Fitness: 0.998726 -Hits: 784 +Hits: 1778, Total Size: 2810, Percent Hit: 63.274021 +CC: 412 +CO: 747 +OO: 1366 +OC: 285 +Fitness: 0.998379 +Hits: 616 -y = ((extent / minor) / (-0.88541 + eccentricity)) +y = (log(convex) / ((log((-0.57488 - extent)) / (-0.15959 / eccentricity)) + eccentricity)) - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (/ (log convex) + (+ (/ (log (- -0.57488 extent)) + (/ -0.15959 eccentricity)) eccentricity)) diff --git a/build/run_3/regress.his b/build/run_3/regress.his index b732eb5..4dc7bc7 100644 --- a/build/run_3/regress.his +++ b/build/run_3/regress.his @@ -1,90 +1,247 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 7 - depth: 2 - hits: 784 + nodes: 21 + depth: 4 + hits: 542 TOP INDIVIDUAL: -- #1 -- - hits: 784 - raw fitness: 784.0000 - standardized fitness: 784.0000 - adjusted fitness: 0.9987 + hits: 542 + raw fitness: 542.0000 + standardized fitness: 542.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (* (* (* (+ extent -0.64545) + (exp perimeter)) + (- (exp extent) + (log extent))) + (log (- (+ extent major) + (+ major eccentricity)))) === BEST-OF-RUN === current generation: 1 generation: 0 - nodes: 7 - depth: 2 - hits: 784 + nodes: 21 + depth: 4 + hits: 542 TOP INDIVIDUAL: -- #1 -- - hits: 784 - raw fitness: 784.0000 - standardized fitness: 784.0000 - adjusted fitness: 0.9987 + hits: 542 + raw fitness: 542.0000 + standardized fitness: 542.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (* (* (* (+ extent -0.64545) + (exp perimeter)) + (- (exp extent) + (log extent))) + (log (- (+ extent major) + (+ major eccentricity)))) === BEST-OF-RUN === current generation: 2 generation: 0 - nodes: 7 - depth: 2 - hits: 784 + nodes: 21 + depth: 4 + hits: 542 TOP INDIVIDUAL: -- #1 -- - hits: 784 - raw fitness: 784.0000 - standardized fitness: 784.0000 - adjusted fitness: 0.9987 + hits: 542 + raw fitness: 542.0000 + standardized fitness: 542.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (* (* (* (+ extent -0.64545) + (exp perimeter)) + (- (exp extent) + (log extent))) + (log (- (+ extent major) + (+ major eccentricity)))) === BEST-OF-RUN === current generation: 3 - generation: 0 - nodes: 7 - depth: 2 - hits: 784 + generation: 3 + nodes: 60 + depth: 6 + hits: 562 TOP INDIVIDUAL: -- #1 -- - hits: 784 - raw fitness: 784.0000 - standardized fitness: 784.0000 - adjusted fitness: 0.9987 + hits: 562 + raw fitness: 562.0000 + standardized fitness: 562.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (/ (* (- (exp (exp (/ eccentricity major))) + (log (/ (exp major) + (exp area)))) + (exp (+ (/ (+ major extent) + (log extent)) + (- (* extent -0.60607) + (/ minor 0.96466))))) + (log (/ (/ (+ (log major) + (/ major convex)) + (/ (* major minor) + (/ area perimeter))) + (- (/ (/ minor eccentricity) + (- minor eccentricity)) + (/ (/ extent major) + (/ area eccentricity)))))) === BEST-OF-RUN === current generation: 4 - generation: 0 - nodes: 7 - depth: 2 - hits: 784 + generation: 3 + nodes: 60 + depth: 6 + hits: 562 TOP INDIVIDUAL: -- #1 -- - hits: 784 - raw fitness: 784.0000 - standardized fitness: 784.0000 - adjusted fitness: 0.9987 + hits: 562 + raw fitness: 562.0000 + standardized fitness: 562.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ extent minor) - (+ -0.88541 eccentricity)) + (/ (* (- (exp (exp (/ eccentricity major))) + (log (/ (exp major) + (exp area)))) + (exp (+ (/ (+ major extent) + (log extent)) + (- (* extent -0.60607) + (/ minor 0.96466))))) + (log (/ (/ (+ (log major) + (/ major convex)) + (/ (* major minor) + (/ area perimeter))) + (- (/ (/ minor eccentricity) + (- minor eccentricity)) + (/ (/ extent major) + (/ area eccentricity)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 3 + nodes: 60 + depth: 6 + hits: 562 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 562 + raw fitness: 562.0000 + standardized fitness: 562.0000 + adjusted fitness: 0.9982 +TREE: + (/ (* (- (exp (exp (/ eccentricity major))) + (log (/ (exp major) + (exp area)))) + (exp (+ (/ (+ major extent) + (log extent)) + (- (* extent -0.60607) + (/ minor 0.96466))))) + (log (/ (/ (+ (log major) + (/ major convex)) + (/ (* major minor) + (/ area perimeter))) + (- (/ (/ minor eccentricity) + (- minor eccentricity)) + (/ (/ extent major) + (/ area eccentricity)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 3 + nodes: 60 + depth: 6 + hits: 562 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 562 + raw fitness: 562.0000 + standardized fitness: 562.0000 + adjusted fitness: 0.9982 +TREE: + (/ (* (- (exp (exp (/ eccentricity major))) + (log (/ (exp major) + (exp area)))) + (exp (+ (/ (+ major extent) + (log extent)) + (- (* extent -0.60607) + (/ minor 0.96466))))) + (log (/ (/ (+ (log major) + (/ major convex)) + (/ (* major minor) + (/ area perimeter))) + (- (/ (/ minor eccentricity) + (- minor eccentricity)) + (/ (/ extent major) + (/ area eccentricity)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 7 + nodes: 13 + depth: 5 + hits: 616 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 616 + raw fitness: 616.0000 + standardized fitness: 616.0000 + adjusted fitness: 0.9984 +TREE: + (/ (log convex) + (+ (/ (log (- -0.57488 extent)) + (/ -0.15959 eccentricity)) eccentricity)) +=== BEST-OF-RUN === + current generation: 8 + generation: 7 + nodes: 13 + depth: 5 + hits: 616 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 616 + raw fitness: 616.0000 + standardized fitness: 616.0000 + adjusted fitness: 0.9984 +TREE: + (/ (log convex) + (+ (/ (log (- -0.57488 extent)) + (/ -0.15959 eccentricity)) eccentricity)) +=== BEST-OF-RUN === + current generation: 9 + generation: 7 + nodes: 13 + depth: 5 + hits: 616 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 616 + raw fitness: 616.0000 + standardized fitness: 616.0000 + adjusted fitness: 0.9984 +TREE: + (/ (log convex) + (+ (/ (log (- -0.57488 extent)) + (/ -0.15959 eccentricity)) eccentricity)) diff --git a/build/run_3/regress.prg b/build/run_3/regress.prg index 70018a1..b31b86b 100644 --- a/build/run_3/regress.prg +++ b/build/run_3/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 10965.00000, perimeter = 433.77802, major_axis_length = 179.33522, minor_axis_length = 78.85896, eccentricity = 0.89813, convex_area = 11295.00000, extent = 0.66334, type = O - area = 12712.00000, perimeter = 470.56201, major_axis_length = 202.19714, minor_axis_length = 81.30088, eccentricity = 0.91560, convex_area = 13053.00000, extent = 0.81487, type = C - area = 12027.00000, perimeter = 445.20200, major_axis_length = 178.73625, minor_axis_length = 87.69733, eccentricity = 0.87136, convex_area = 12455.00000, extent = 0.61187, type = O - area = 11857.00000, perimeter = 433.20001, major_axis_length = 177.90762, minor_axis_length = 86.17068, eccentricity = 0.87487, convex_area = 12171.00000, extent = 0.71669, type = O - area = 13549.00000, perimeter = 464.00500, major_axis_length = 189.97266, minor_axis_length = 91.63721, eccentricity = 0.87597, convex_area = 13772.00000, extent = 0.73933, type = O - area = 13582.00000, perimeter = 476.66599, major_axis_length = 199.45189, minor_axis_length = 88.40870, eccentricity = 0.89639, convex_area = 13825.00000, extent = 0.56900, type = C - area = 12557.00000, perimeter = 443.01001, major_axis_length = 177.72878, minor_axis_length = 91.59944, eccentricity = 0.85696, convex_area = 12896.00000, extent = 0.63929, type = O - area = 10523.00000, perimeter = 429.05701, major_axis_length = 173.88426, minor_axis_length = 78.85679, eccentricity = 0.89126, convex_area = 11003.00000, extent = 0.58657, type = O - area = 11327.00000, perimeter = 423.16800, major_axis_length = 169.29546, minor_axis_length = 86.56846, eccentricity = 0.85938, convex_area = 11657.00000, extent = 0.72000, type = O - area = 14892.00000, perimeter = 486.33499, major_axis_length = 203.06918, minor_axis_length = 94.12496, eccentricity = 0.88609, convex_area = 15111.00000, extent = 0.79213, type = C - area = 10066.00000, perimeter = 413.28299, major_axis_length = 177.30690, minor_axis_length = 73.48820, eccentricity = 0.91006, convex_area = 10262.00000, extent = 0.54641, type = O - area = 13372.00000, perimeter = 470.40302, major_axis_length = 196.08147, minor_axis_length = 88.71108, eccentricity = 0.89181, convex_area = 13745.00000, extent = 0.58362, type = C - area = 15811.00000, perimeter = 514.37799, major_axis_length = 218.73137, minor_axis_length = 93.16438, eccentricity = 0.90476, convex_area = 16135.00000, extent = 0.81867, type = C - area = 15249.00000, perimeter = 506.04999, major_axis_length = 212.09094, minor_axis_length = 92.49422, eccentricity = 0.89990, convex_area = 15582.00000, extent = 0.78304, type = C - area = 11543.00000, perimeter = 428.60199, major_axis_length = 175.37068, minor_axis_length = 85.05824, eccentricity = 0.87450, convex_area = 11859.00000, extent = 0.67107, type = O - area = 9677.00000, perimeter = 390.61700, major_axis_length = 160.35306, minor_axis_length = 77.40150, eccentricity = 0.87579, convex_area = 9913.00000, extent = 0.76583, type = O - area = 11550.00000, perimeter = 420.83701, major_axis_length = 172.53937, minor_axis_length = 85.41179, eccentricity = 0.86888, convex_area = 11734.00000, extent = 0.69470, type = O - area = 14436.00000, perimeter = 485.82599, major_axis_length = 204.46996, minor_axis_length = 90.74992, eccentricity = 0.89611, convex_area = 14864.00000, extent = 0.61448, type = C - area = 9776.00000, perimeter = 403.67599, major_axis_length = 170.88005, minor_axis_length = 73.11127, eccentricity = 0.90385, convex_area = 9969.00000, extent = 0.64193, type = O - area = 14013.00000, perimeter = 458.91101, major_axis_length = 181.95149, minor_axis_length = 99.44376, eccentricity = 0.83743, convex_area = 14323.00000, extent = 0.79439, type = C - area = 14870.00000, perimeter = 506.56100, major_axis_length = 214.93123, minor_axis_length = 89.40025, eccentricity = 0.90939, convex_area = 15202.00000, extent = 0.57973, type = C - area = 16188.00000, perimeter = 526.87598, major_axis_length = 224.04192, minor_axis_length = 93.17562, eccentricity = 0.90942, convex_area = 16605.00000, extent = 0.66301, type = C - area = 14850.00000, perimeter = 498.44299, major_axis_length = 213.76128, minor_axis_length = 88.98867, eccentricity = 0.90923, convex_area = 15071.00000, extent = 0.69650, type = C - area = 13916.00000, perimeter = 478.87799, major_axis_length = 201.63968, minor_axis_length = 88.56097, eccentricity = 0.89839, convex_area = 14221.00000, extent = 0.60399, type = C - area = 10844.00000, perimeter = 412.66400, major_axis_length = 171.03000, minor_axis_length = 81.49285, eccentricity = 0.87918, convex_area = 11046.00000, extent = 0.81706, type = O - area = 11695.00000, perimeter = 434.13400, major_axis_length = 183.09247, minor_axis_length = 82.14226, eccentricity = 0.89371, convex_area = 11845.00000, extent = 0.79884, type = O - area = 9918.00000, perimeter = 398.95499, major_axis_length = 161.46761, minor_axis_length = 79.89353, eccentricity = 0.86901, convex_area = 10270.00000, extent = 0.62209, type = O - area = 17948.00000, perimeter = 526.91803, major_axis_length = 214.09383, minor_axis_length = 107.54245, eccentricity = 0.86468, convex_area = 18322.00000, extent = 0.66637, type = C - area = 12633.00000, perimeter = 452.00299, major_axis_length = 186.43448, minor_axis_length = 87.42464, eccentricity = 0.88324, convex_area = 12863.00000, extent = 0.58462, type = O - area = 11090.00000, perimeter = 416.01401, major_axis_length = 174.90944, minor_axis_length = 81.36546, eccentricity = 0.88521, convex_area = 11277.00000, extent = 0.74171, type = O - area = 9080.00000, perimeter = 396.54001, major_axis_length = 165.68701, minor_axis_length = 70.25223, eccentricity = 0.90566, convex_area = 9387.00000, extent = 0.57809, type = O - area = 13652.00000, perimeter = 486.62799, major_axis_length = 210.34523, minor_axis_length = 83.29913, eccentricity = 0.91825, convex_area = 13950.00000, extent = 0.57980, type = C - area = 14556.00000, perimeter = 487.41901, major_axis_length = 208.73126, minor_axis_length = 89.19512, eccentricity = 0.90410, convex_area = 14819.00000, extent = 0.77649, type = C - area = 14096.00000, perimeter = 476.95401, major_axis_length = 198.74219, minor_axis_length = 91.36671, eccentricity = 0.88806, convex_area = 14346.00000, extent = 0.59932, type = C - area = 12070.00000, perimeter = 444.45499, major_axis_length = 183.93947, minor_axis_length = 85.08071, eccentricity = 0.88659, convex_area = 12400.00000, extent = 0.68192, type = O - area = 12373.00000, perimeter = 438.88101, major_axis_length = 175.82730, minor_axis_length = 90.91232, eccentricity = 0.85595, convex_area = 12622.00000, extent = 0.76818, 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perimeter = 474.68201, major_axis_length = 201.38533, minor_axis_length = 85.88859, eccentricity = 0.90449, convex_area = 13603.00000, extent = 0.70166, type = O + area = 14542.00000, perimeter = 490.14600, major_axis_length = 208.42993, minor_axis_length = 89.25758, eccentricity = 0.90367, convex_area = 14747.00000, extent = 0.55413, type = C + area = 13286.00000, perimeter = 480.07101, major_axis_length = 202.54840, minor_axis_length = 85.11695, eccentricity = 0.90742, convex_area = 13633.00000, extent = 0.55014, type = C + area = 10973.00000, perimeter = 419.94299, major_axis_length = 171.83344, minor_axis_length = 82.90456, eccentricity = 0.87591, convex_area = 11239.00000, extent = 0.70475, type = O + area = 15226.00000, perimeter = 500.17001, major_axis_length = 205.31500, minor_axis_length = 96.17769, eccentricity = 0.88350, convex_area = 15594.00000, extent = 0.79343, type = C + area = 14589.00000, perimeter = 495.92999, major_axis_length = 210.28394, minor_axis_length = 89.42495, eccentricity = 0.90507, convex_area = 14853.00000, extent = 0.66510, type = C + area = 12780.00000, perimeter = 437.02899, major_axis_length = 175.11682, minor_axis_length = 93.66058, eccentricity = 0.84495, convex_area = 12940.00000, extent = 0.70631, type = O + area = 13023.00000, perimeter = 480.44800, major_axis_length = 205.31209, minor_axis_length = 82.03385, eccentricity = 0.91671, convex_area = 13444.00000, extent = 0.63243, type = C + area = 13860.00000, perimeter = 484.77200, major_axis_length = 200.77663, minor_axis_length = 88.84083, eccentricity = 0.89678, convex_area = 14238.00000, extent = 0.66088, type = C + area = 12071.00000, perimeter = 438.70001, major_axis_length = 178.78461, minor_axis_length = 87.50312, eccentricity = 0.87204, convex_area = 12437.00000, extent = 0.64537, type = O + area = 11354.00000, perimeter = 426.87299, major_axis_length = 172.39626, minor_axis_length = 85.40240, eccentricity = 0.86867, convex_area = 11703.00000, extent = 0.72922, type = O + area = 11287.00000, perimeter = 419.91800, major_axis_length = 170.10756, minor_axis_length = 85.72704, eccentricity = 0.86373, convex_area = 11557.00000, extent = 0.66969, type = O + area = 10085.00000, perimeter = 404.67999, major_axis_length = 168.40106, minor_axis_length = 77.30437, eccentricity = 0.88841, convex_area = 10342.00000, extent = 0.57171, type = O + area = 9878.00000, perimeter = 406.97800, major_axis_length = 169.36671, minor_axis_length = 74.97759, eccentricity = 0.89667, convex_area = 10098.00000, extent = 0.58133, type = O + area = 13455.00000, perimeter = 467.19800, major_axis_length = 195.92857, minor_axis_length = 88.51917, eccentricity = 0.89212, convex_area = 13723.00000, extent = 0.75353, type = C + area = 11318.00000, perimeter = 427.75601, major_axis_length = 175.57466, minor_axis_length = 83.88063, eccentricity = 0.87850, convex_area = 11628.00000, extent = 0.58948, type = O diff --git a/build/run_3/regress.stt b/build/run_3/regress.stt index 12c4103..97fc610 100644 --- a/build/run_3/regress.stt +++ b/build/run_3/regress.stt @@ -1,6 +1,11 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9574 0.9987 0.0000 17.597 3.420 7 2 57 6 0.9574 0.9987 0.0000 17.597 3.420 7 2 57 6 -1 0 0.9898 0.9987 0.0000 15.372 3.429 7 2 28 6 0.9736 0.9987 0.0000 16.485 3.424 7 2 57 6 -2 0 0.9922 0.9987 0.0000 14.415 3.481 7 2 17 5 0.9798 0.9987 0.0000 15.795 3.443 7 2 57 6 -3 0 0.9922 0.9987 0.0000 14.068 3.542 7 2 35 6 0.9829 0.9987 0.0000 15.363 3.468 7 2 57 6 -4 0 0.9920 0.9987 0.0000 13.468 3.505 7 2 71 8 0.9847 0.9987 0.0000 14.984 3.475 7 2 57 6 +0 0 0.9738 0.9982 0.0000 15.832 3.224 21 4 60 6 0.9738 0.9982 0.0000 15.832 3.224 21 4 60 6 +1 0 0.9939 0.9982 0.0000 13.840 3.272 21 4 89 7 0.9839 0.9982 0.0000 14.836 3.248 21 4 60 6 +2 0 0.9939 0.9982 0.0000 12.948 3.336 21 4 9 3 0.9872 0.9982 0.0000 14.207 3.277 21 4 60 6 +3 0 0.9979 0.9982 0.9969 11.892 3.160 60 6 7 3 0.9899 0.9982 0.0000 13.628 3.248 60 6 60 6 +4 0 0.9900 0.9982 0.0000 11.948 3.148 60 6 13 6 0.9899 0.9982 0.0000 13.292 3.228 60 6 60 6 +5 0 0.9900 0.9982 0.0000 11.752 2.996 60 6 8 4 0.9899 0.9982 0.0000 13.035 3.189 60 6 60 6 +6 0 0.9939 0.9982 0.0000 11.828 3.080 60 6 5 2 0.9905 0.9982 0.0000 12.863 3.174 60 6 60 6 +7 0 0.9979 0.9984 0.9978 11.440 3.092 13 5 13 4 0.9914 0.9984 0.0000 12.685 3.163 13 5 60 6 +8 0 0.9939 0.9984 0.0000 11.428 3.068 13 5 18 5 0.9917 0.9984 0.0000 12.545 3.153 13 5 60 6 +9 0 0.9979 0.9984 0.9977 11.148 3.032 13 5 55 6 0.9923 0.9984 0.0000 12.406 3.141 13 5 60 6 diff --git a/build/run_3/regress.sys b/build/run_3/regress.sys index 3882246..74d9099 100644 --- a/build/run_3/regress.sys +++ b/build/run_3/regress.sys @@ -14,26 +14,41 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 1812. + no random number seed specfied; using 3765. creating initial population(s): - 7281 trees were generated to fill the population of 5000 (5000 trees). + 313 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 9. evaluation complete. (1s wall) breeding complete. (0s wall) diff --git a/build/run_4/regress.bst b/build/run_4/regress.bst index b95e755..8b942f1 100644 --- a/build/run_4/regress.bst +++ b/build/run_4/regress.bst @@ -1,22 +1,22 @@ === BEST-OF-RUN === - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) TREE-equ: -y = (exp((log(minor) / exp(eccentricity))) - ((perimeter * eccentricity) / exp(((((perimeter + 0.29261) + perimeter) * (minor - perimeter)) / perimeter)))) +y = (perimeter + log((perimeter / exp((major / (minor / (perimeter * extent))))))) diff --git a/build/run_4/regress.fn b/build/run_4/regress.fn index fd44231..402d6ad 100644 --- a/build/run_4/regress.fn +++ b/build/run_4/regress.fn @@ -1,16 +1,16 @@ -Hits: 2601, Total Size: 2810, Percent Hit: 92.562278 -CC: 1039 -CO: 109 -OO: 1562 -OC: 100 -Fitness: 0.998915 -Hits: 921 +Hits: 2075, Total Size: 2810, Percent Hit: 73.843416 +CC: 558 +CO: 558 +OO: 1517 +OC: 177 +Fitness: 0.998599 +Hits: 713 -y = (exp((log(minor) / exp(eccentricity))) - ((perimeter * eccentricity) / exp(((((perimeter + 0.29261) + perimeter) * (minor - perimeter)) / perimeter)))) +y = (perimeter + log((perimeter / exp((major / (minor / (perimeter * extent))))))) - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) diff --git a/build/run_4/regress.his b/build/run_4/regress.his index a3cdca6..73af37c 100644 --- a/build/run_4/regress.his +++ b/build/run_4/regress.his @@ -1,553 +1,456 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 46 + nodes: 45 depth: 5 - hits: 793 + hits: 560 TOP INDIVIDUAL: -- #1 -- - hits: 793 - raw fitness: 793.0000 - standardized fitness: 793.0000 - adjusted fitness: 0.9987 + hits: 560 + raw fitness: 560.0000 + standardized fitness: 560.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ (+ (exp (log extent)) - (/ (* extent extent) - (/ perimeter extent))) - (- (exp (* extent perimeter)) - (/ (log minor) - (- extent -0.41246)))) - (- (- (* (/ minor 0.95589) - (log perimeter)) - (log (+ major eccentricity))) - (/ (+ (log convex) - (exp perimeter)) - (exp (* 0.26137 minor))))) + (* (+ (- (+ (+ eccentricity minor) + (+ major -0.74894)) + (+ (/ -0.54853 convex) + (* minor extent))) + (exp (log (- extent minor)))) + (/ (+ (/ (- convex -0.74272) + (- perimeter convex)) + (+ (log minor) + (log area))) + (- (exp (/ major minor)) + (log (* major perimeter))))) === BEST-OF-RUN === current generation: 1 generation: 0 - nodes: 46 + nodes: 45 depth: 5 - hits: 793 + hits: 560 TOP INDIVIDUAL: -- #1 -- - hits: 793 - raw fitness: 793.0000 - standardized fitness: 793.0000 - adjusted fitness: 0.9987 + hits: 560 + raw fitness: 560.0000 + standardized fitness: 560.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ (+ (exp (log extent)) - (/ (* extent extent) - (/ perimeter extent))) - (- (exp (* extent perimeter)) - (/ (log minor) - (- extent -0.41246)))) - (- (- (* (/ minor 0.95589) - (log perimeter)) - (log (+ major eccentricity))) - (/ (+ (log convex) - (exp perimeter)) - (exp (* 0.26137 minor))))) + (* (+ (- (+ (+ eccentricity minor) + (+ major -0.74894)) + (+ (/ -0.54853 convex) + (* minor extent))) + (exp (log (- extent minor)))) + (/ (+ (/ (- convex -0.74272) + (- perimeter convex)) + (+ (log minor) + (log area))) + (- (exp (/ major minor)) + (log (* major perimeter))))) === BEST-OF-RUN === current generation: 2 generation: 0 - nodes: 46 + nodes: 45 depth: 5 - hits: 793 + hits: 560 TOP INDIVIDUAL: -- #1 -- - hits: 793 - raw fitness: 793.0000 - standardized fitness: 793.0000 - adjusted fitness: 0.9987 + hits: 560 + raw fitness: 560.0000 + standardized fitness: 560.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ (+ (exp (log extent)) - (/ (* extent extent) - (/ perimeter extent))) - (- (exp (* extent perimeter)) - (/ (log minor) - (- extent -0.41246)))) - (- (- (* (/ minor 0.95589) - (log perimeter)) - (log (+ major eccentricity))) - (/ (+ (log convex) - (exp perimeter)) - (exp (* 0.26137 minor))))) + (* (+ (- (+ (+ eccentricity minor) + (+ major -0.74894)) + (+ (/ -0.54853 convex) + (* minor extent))) + (exp (log (- extent minor)))) + (/ (+ (/ (- convex -0.74272) + (- perimeter convex)) + (+ (log minor) + (log area))) + (- (exp (/ major minor)) + (log (* major perimeter))))) === BEST-OF-RUN === current generation: 3 generation: 0 - nodes: 46 + nodes: 45 depth: 5 - hits: 793 + hits: 560 TOP INDIVIDUAL: -- #1 -- - hits: 793 - raw fitness: 793.0000 - standardized fitness: 793.0000 - adjusted fitness: 0.9987 + hits: 560 + raw fitness: 560.0000 + standardized fitness: 560.0000 + adjusted fitness: 0.9982 TREE: - (/ (/ (+ (exp (log extent)) - (/ (* extent extent) - (/ perimeter extent))) - (- (exp (* extent perimeter)) - (/ (log minor) - (- extent -0.41246)))) - (- (- (* (/ minor 0.95589) - (log perimeter)) - (log (+ major eccentricity))) - (/ (+ (log convex) - (exp perimeter)) - (exp (* 0.26137 minor))))) + (* (+ (- (+ (+ eccentricity minor) + (+ major -0.74894)) + (+ (/ -0.54853 convex) + (* minor extent))) + (exp (log (- extent minor)))) + (/ (+ (/ (- convex -0.74272) + (- perimeter convex)) + (+ (log minor) + (log area))) + (- (exp (/ major minor)) + (log (* major perimeter))))) === BEST-OF-RUN === current generation: 4 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 + generation: 0 + nodes: 45 + depth: 5 + hits: 560 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 560 + raw fitness: 560.0000 + standardized fitness: 560.0000 + adjusted fitness: 0.9982 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (* (+ (- (+ (+ eccentricity minor) + (+ major -0.74894)) + (+ (/ -0.54853 convex) + (* minor extent))) + (exp (log (- extent minor)))) + (/ (+ (/ (- convex -0.74272) + (- perimeter convex)) + (+ (log minor) + (log area))) + (- (exp (/ major minor)) + (log (* major perimeter))))) === BEST-OF-RUN === current generation: 5 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 + generation: 0 + nodes: 45 + depth: 5 + hits: 560 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 560 + raw fitness: 560.0000 + standardized fitness: 560.0000 + adjusted fitness: 0.9982 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (* (+ (- (+ (+ eccentricity minor) + (+ major -0.74894)) + (+ (/ -0.54853 convex) + (* minor extent))) + (exp (log (- extent minor)))) + (/ (+ (/ (- convex -0.74272) + (- perimeter convex)) + (+ (log minor) + (log area))) + (- (exp (/ major minor)) + (log (* major perimeter))))) === BEST-OF-RUN === current generation: 6 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 7 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 8 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 9 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 10 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 11 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 12 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 13 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 14 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 15 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 16 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 17 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 18 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) === BEST-OF-RUN === current generation: 19 - generation: 4 - nodes: 23 + generation: 6 + nodes: 13 depth: 7 - hits: 921 + hits: 713 TOP INDIVIDUAL: -- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 + hits: 713 + raw fitness: 713.0000 + standardized fitness: 713.0000 + adjusted fitness: 0.9986 TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) -=== BEST-OF-RUN === - current generation: 20 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 -TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) -=== BEST-OF-RUN === - current generation: 21 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 -TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) -=== BEST-OF-RUN === - current generation: 22 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 -TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) -=== BEST-OF-RUN === - current generation: 23 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 -TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) -=== BEST-OF-RUN === - current generation: 24 - generation: 4 - nodes: 23 - depth: 7 - hits: 921 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 921 - raw fitness: 921.0000 - standardized fitness: 921.0000 - adjusted fitness: 0.9989 -TREE: - (- (exp (/ (log minor) - (exp eccentricity))) - (/ (* perimeter eccentricity) - (exp (/ (* (+ (+ perimeter 0.29261) perimeter) - (- minor perimeter)) perimeter)))) + (+ perimeter + (log (/ perimeter + (exp (/ major + (/ minor + (* perimeter extent))))))) diff --git a/build/run_4/regress.prg b/build/run_4/regress.prg index 56f0e70..82e12c9 100644 --- a/build/run_4/regress.prg +++ b/build/run_4/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 10916.00000, perimeter = 416.32901, major_axis_length = 172.50725, minor_axis_length = 81.98931, eccentricity = 0.87983, convex_area = 11093.00000, extent = 0.72148, type = O - area = 10005.00000, perimeter = 394.09900, major_axis_length = 161.26289, minor_axis_length = 79.95715, eccentricity = 0.86843, convex_area = 10220.00000, extent = 0.71875, type = O - area = 16008.00000, perimeter = 521.00702, major_axis_length = 222.84523, minor_axis_length = 92.12952, eccentricity = 0.91054, convex_area = 16315.00000, extent = 0.61188, type = C - area = 14345.00000, perimeter = 491.01901, major_axis_length = 207.21983, minor_axis_length = 88.91106, eccentricity = 0.90327, convex_area = 14650.00000, extent = 0.59262, type = C - area = 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extent = 0.80669, type = C + area = 15308.00000, perimeter = 513.98999, major_axis_length = 219.46791, minor_axis_length = 90.02393, eccentricity = 0.91200, convex_area = 15720.00000, extent = 0.76326, type = C + area = 11915.00000, perimeter = 433.28400, major_axis_length = 178.52290, minor_axis_length = 86.50726, eccentricity = 0.87475, convex_area = 12101.00000, extent = 0.62631, type = O + area = 13290.00000, perimeter = 469.71201, major_axis_length = 197.26926, minor_axis_length = 86.32834, eccentricity = 0.89916, convex_area = 13570.00000, extent = 0.68269, type = C + area = 12375.00000, perimeter = 451.08099, major_axis_length = 185.78116, minor_axis_length = 86.23738, eccentricity = 0.88574, convex_area = 12755.00000, extent = 0.64974, type = C + area = 15456.00000, perimeter = 508.82101, major_axis_length = 214.30441, minor_axis_length = 93.45650, eccentricity = 0.89990, convex_area = 15884.00000, extent = 0.78025, type = C + area = 12621.00000, perimeter = 444.58801, major_axis_length = 184.94313, minor_axis_length = 87.62446, eccentricity = 0.88064, convex_area = 12832.00000, extent = 0.73399, type = C + area = 11982.00000, perimeter = 448.86401, major_axis_length = 188.14598, minor_axis_length = 81.85522, eccentricity = 0.90040, convex_area = 12206.00000, extent = 0.62815, type = O + area = 13689.00000, perimeter = 483.65500, major_axis_length = 202.72200, minor_axis_length = 86.94032, eccentricity = 0.90337, convex_area = 14183.00000, extent = 0.77646, type = C + area = 12345.00000, perimeter = 448.76901, major_axis_length = 180.52049, minor_axis_length = 88.84285, eccentricity = 0.87051, convex_area = 12676.00000, extent = 0.59500, type = O + area = 10409.00000, perimeter = 391.57901, major_axis_length = 159.81532, minor_axis_length = 83.15290, eccentricity = 0.85398, convex_area = 10549.00000, extent = 0.65330, type = O + area = 12198.00000, perimeter = 440.20099, major_axis_length = 180.95660, minor_axis_length = 86.97328, eccentricity = 0.87692, convex_area = 12412.00000, extent = 0.60030, type = O + area = 13631.00000, perimeter = 473.54700, major_axis_length = 193.49402, minor_axis_length = 91.50906, eccentricity = 0.88110, convex_area = 14141.00000, extent = 0.58029, type = C + area = 11316.00000, perimeter = 429.63501, major_axis_length = 177.27831, minor_axis_length = 82.78519, eccentricity = 0.88427, convex_area = 11544.00000, extent = 0.75642, type = O + area = 15204.00000, perimeter = 510.48700, major_axis_length = 216.31686, minor_axis_length = 90.85395, eccentricity = 0.90752, convex_area = 15535.00000, extent = 0.56211, type = C + area = 10572.00000, perimeter = 403.26901, major_axis_length = 164.57251, minor_axis_length = 81.97684, eccentricity = 0.86711, convex_area = 10745.00000, extent = 0.74709, type = O + area = 11065.00000, perimeter = 416.08401, major_axis_length = 172.18120, minor_axis_length = 82.18488, eccentricity = 0.87873, convex_area = 11222.00000, extent = 0.61788, type = O + area = 11689.00000, perimeter = 444.89801, major_axis_length = 191.93597, minor_axis_length = 78.10004, eccentricity = 0.91347, convex_area = 11935.00000, extent = 0.54930, type = C + area = 11708.00000, perimeter = 433.66501, major_axis_length = 184.30309, minor_axis_length = 81.25191, eccentricity = 0.89758, convex_area = 11888.00000, extent = 0.61170, type = O + area = 16654.00000, perimeter = 519.03601, major_axis_length = 217.24971, minor_axis_length = 98.99957, eccentricity = 0.89014, convex_area = 16976.00000, extent = 0.76338, type = C + area = 13479.00000, perimeter = 477.01599, major_axis_length = 200.05305, minor_axis_length = 86.65029, eccentricity = 0.90133, convex_area = 13786.00000, extent = 0.65790, type = C + area = 11011.00000, perimeter = 414.30200, major_axis_length = 170.34660, minor_axis_length = 83.25295, eccentricity = 0.87244, convex_area = 11188.00000, extent = 0.72099, type = O + area = 10763.00000, perimeter = 416.01700, major_axis_length = 171.06178, minor_axis_length = 80.66742, eccentricity = 0.88183, convex_area = 10951.00000, extent = 0.59504, type = O + area = 11568.00000, perimeter = 429.54800, major_axis_length = 174.58656, minor_axis_length = 85.20392, eccentricity = 0.87283, convex_area = 11800.00000, extent = 0.60187, type = O + area = 10885.00000, perimeter = 434.27301, major_axis_length = 191.09132, minor_axis_length = 73.54861, eccentricity = 0.92296, convex_area = 11024.00000, extent = 0.79990, type = C + area = 12044.00000, perimeter = 449.16699, major_axis_length = 188.36325, minor_axis_length = 82.49445, eccentricity = 0.89900, convex_area = 12342.00000, extent = 0.56838, type = C + area = 14806.00000, perimeter = 497.85599, major_axis_length = 211.13350, minor_axis_length = 90.01241, eccentricity = 0.90457, convex_area = 15114.00000, extent = 0.65121, type = C + area = 12465.00000, perimeter = 451.51501, major_axis_length = 190.45494, minor_axis_length = 84.16370, eccentricity = 0.89706, convex_area = 12640.00000, extent = 0.59596, type = O + area = 12032.00000, perimeter = 437.63599, major_axis_length = 177.40347, minor_axis_length = 87.80333, eccentricity = 0.86893, convex_area = 12291.00000, extent = 0.60548, type = O + area = 10365.00000, perimeter = 416.33899, major_axis_length = 169.58658, minor_axis_length = 79.64149, eccentricity = 0.88287, convex_area = 10684.00000, extent = 0.59296, type = O + area = 12683.00000, perimeter = 444.53101, major_axis_length = 176.62497, minor_axis_length = 92.58025, eccentricity = 0.85162, convex_area = 13094.00000, extent = 0.66809, type = O + area = 11993.00000, perimeter = 444.56500, major_axis_length = 187.18291, minor_axis_length = 82.64057, eccentricity = 0.89726, convex_area = 12276.00000, extent = 0.58737, type = C + area = 14451.00000, perimeter = 487.22000, major_axis_length = 201.29469, minor_axis_length = 92.73952, eccentricity = 0.88755, convex_area = 14776.00000, extent = 0.64727, type = C + area = 13824.00000, perimeter = 491.62000, 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0.85260, convex_area = 12738.00000, extent = 0.62917, type = O + area = 10185.00000, perimeter = 397.98001, major_axis_length = 163.84273, minor_axis_length = 79.58456, eccentricity = 0.87410, convex_area = 10335.00000, extent = 0.63151, type = O + area = 10841.00000, perimeter = 413.45999, major_axis_length = 170.96480, minor_axis_length = 81.67490, eccentricity = 0.87851, convex_area = 11070.00000, extent = 0.65449, type = O + area = 12188.00000, perimeter = 434.21301, major_axis_length = 171.75890, minor_axis_length = 91.43890, eccentricity = 0.84651, convex_area = 12529.00000, extent = 0.62196, type = O + area = 10951.00000, perimeter = 424.76901, major_axis_length = 179.13132, minor_axis_length = 78.75501, eccentricity = 0.89817, convex_area = 11138.00000, extent = 0.56726, type = O + area = 10458.00000, perimeter = 396.09201, major_axis_length = 161.55185, minor_axis_length = 83.17004, eccentricity = 0.85730, convex_area = 10642.00000, extent = 0.69558, type = O + area = 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minor_axis_length = 78.96368, eccentricity = 0.88466, convex_area = 10533.00000, extent = 0.71744, type = O + area = 14992.00000, perimeter = 502.61700, major_axis_length = 213.94133, minor_axis_length = 89.97850, eccentricity = 0.90726, convex_area = 15162.00000, extent = 0.55464, type = C + area = 13545.00000, perimeter = 482.73599, major_axis_length = 208.80327, minor_axis_length = 83.30515, eccentricity = 0.91697, convex_area = 13759.00000, extent = 0.53255, type = C + area = 10531.00000, perimeter = 415.10599, major_axis_length = 171.48845, minor_axis_length = 78.90145, eccentricity = 0.88787, convex_area = 10796.00000, extent = 0.60126, type = O + area = 15035.00000, perimeter = 506.15201, major_axis_length = 216.93530, minor_axis_length = 89.38924, eccentricity = 0.91116, convex_area = 15432.00000, extent = 0.60930, type = C + area = 10729.00000, perimeter = 414.69901, major_axis_length = 171.72987, minor_axis_length = 81.42698, eccentricity = 0.88044, convex_area = 10987.00000, 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major_axis_length = 217.82445, minor_axis_length = 86.65876, eccentricity = 0.91746, convex_area = 15039.00000, extent = 0.68137, type = C + area = 14035.00000, perimeter = 480.62900, major_axis_length = 199.14839, minor_axis_length = 91.41090, eccentricity = 0.88843, convex_area = 14422.00000, extent = 0.71629, type = C + area = 12414.00000, perimeter = 453.38300, major_axis_length = 188.56230, minor_axis_length = 85.32584, eccentricity = 0.89176, convex_area = 12721.00000, extent = 0.58817, type = C + area = 7551.00000, perimeter = 369.06400, major_axis_length = 163.40883, minor_axis_length = 59.53241, eccentricity = 0.93128, convex_area = 7723.00000, extent = 0.75646, type = O + area = 10085.00000, perimeter = 412.13501, major_axis_length = 172.96211, minor_axis_length = 75.26066, eccentricity = 0.90037, convex_area = 10351.00000, extent = 0.69831, type = O + area = 14149.00000, perimeter = 474.95200, major_axis_length = 195.35510, minor_axis_length = 93.33527, eccentricity = 0.87848, convex_area = 14454.00000, extent = 0.60569, type = C + area = 11780.00000, perimeter = 435.67099, major_axis_length = 181.69832, minor_axis_length = 83.58512, eccentricity = 0.88791, convex_area = 11975.00000, extent = 0.80796, type = O + area = 10833.00000, perimeter = 427.68399, major_axis_length = 177.27991, minor_axis_length = 79.53669, eccentricity = 0.89371, convex_area = 11158.00000, extent = 0.76310, type = O + area = 14204.00000, perimeter = 482.17001, major_axis_length = 201.07388, minor_axis_length = 91.09084, eccentricity = 0.89150, convex_area = 14523.00000, extent = 0.61601, type = C + area = 11490.00000, perimeter = 445.68600, major_axis_length = 179.86176, minor_axis_length = 83.72573, eccentricity = 0.88505, convex_area = 12020.00000, extent = 0.56892, type = O diff --git a/build/run_4/regress.stt b/build/run_4/regress.stt index 49c86e1..fc459f9 100644 --- a/build/run_4/regress.stt +++ b/build/run_4/regress.stt @@ -1,26 +1,21 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9550 0.9987 0.0000 18.124 3.481 46 5 95 6 0.9550 0.9987 0.0000 18.124 3.481 46 5 95 6 -1 0 0.9908 0.9987 0.0000 16.047 3.532 46 5 22 7 0.9729 0.9987 0.0000 17.085 3.506 46 5 95 6 -2 0 0.9928 0.9987 0.0000 15.176 3.561 46 5 21 5 0.9795 0.9987 0.0000 16.449 3.525 46 5 95 6 -3 0 0.9922 0.9987 0.0000 14.451 3.556 46 5 20 7 0.9827 0.9987 0.0000 15.950 3.532 46 5 95 6 -4 0 0.9922 0.9989 0.0000 14.180 3.570 23 7 71 8 0.9846 0.9989 0.0000 15.596 3.540 23 7 95 6 -5 0 0.9952 0.9989 0.0000 13.340 3.544 23 7 29 6 0.9863 0.9989 0.0000 15.220 3.541 23 7 95 6 -6 0 0.9936 0.9989 0.0000 12.816 3.479 23 7 24 7 0.9874 0.9989 0.0000 14.876 3.532 23 7 95 6 -7 0 0.9954 0.9989 0.0000 12.553 3.448 23 7 64 8 0.9884 0.9989 0.0000 14.586 3.521 23 7 95 6 -8 0 0.9954 0.9989 0.0000 11.954 3.424 23 7 31 9 0.9892 0.9989 0.0000 14.293 3.511 23 7 95 6 -9 0 0.9954 0.9989 0.0000 11.595 3.384 23 7 34 9 0.9898 0.9989 0.0000 14.024 3.498 23 7 95 6 -10 0 0.9938 0.9989 0.0000 11.171 3.353 23 7 14 7 0.9901 0.9989 0.0000 13.764 3.485 23 7 95 6 -11 0 0.9960 0.9989 0.0000 10.562 3.230 23 7 32 11 0.9906 0.9989 0.0000 13.497 3.463 23 7 95 6 -12 0 0.9966 0.9989 0.0000 9.844 3.091 23 7 5 2 0.9911 0.9989 0.0000 13.216 3.435 23 7 95 6 -13 0 0.9948 0.9989 0.0000 9.618 3.023 23 7 17 4 0.9913 0.9989 0.0000 12.959 3.405 23 7 95 6 -14 0 0.9960 0.9989 0.0000 9.092 2.934 23 7 13 5 0.9917 0.9989 0.0000 12.702 3.374 23 7 95 6 -15 0 0.9966 0.9989 0.0000 8.464 2.821 23 7 32 9 0.9920 0.9989 0.0000 12.437 3.339 23 7 95 6 -16 0 0.9946 0.9989 0.0000 8.303 2.785 23 7 8 3 0.9921 0.9989 0.0000 12.194 3.307 23 7 95 6 -17 0 0.9960 0.9989 0.0000 8.118 2.749 23 7 61 9 0.9923 0.9989 0.0000 11.967 3.276 23 7 95 6 -18 0 0.9976 0.9989 0.0000 7.721 2.691 23 7 20 6 0.9926 0.9989 0.0000 11.744 3.245 23 7 95 6 -19 0 0.9962 0.9989 0.0000 7.489 2.642 23 7 22 8 0.9928 0.9989 0.0000 11.531 3.215 23 7 95 6 -20 0 0.9968 0.9989 0.0000 7.109 2.550 23 7 12 4 0.9930 0.9989 0.0000 11.320 3.183 23 7 95 6 -21 0 0.9974 0.9989 0.0000 6.945 2.520 23 7 6 2 0.9932 0.9989 0.0000 11.121 3.153 23 7 95 6 -22 0 0.9966 0.9989 0.0000 6.670 2.421 23 7 24 8 0.9933 0.9989 0.0000 10.928 3.121 23 7 95 6 -23 0 0.9976 0.9989 0.0000 6.450 2.364 23 7 51 12 0.9935 0.9989 0.0000 10.741 3.090 23 7 95 6 -24 0 0.9976 0.9989 0.0000 6.286 2.320 23 7 9 4 0.9937 0.9989 0.0000 10.563 3.059 23 7 95 6 +0 0 0.9541 0.9982 0.0000 17.860 3.396 45 5 67 6 0.9541 0.9982 0.0000 17.860 3.396 45 5 67 6 +1 0 0.9900 0.9982 0.0000 16.520 3.500 45 5 78 8 0.9721 0.9982 0.0000 17.190 3.448 45 5 67 6 +2 0 0.9980 0.9982 0.9977 16.660 3.488 45 5 49 7 0.9807 0.9982 0.0000 17.013 3.461 45 5 67 6 +3 0 0.9980 0.9982 0.9977 13.864 3.180 45 5 36 7 0.9851 0.9982 0.0000 16.226 3.391 45 5 67 6 +4 0 0.9980 0.9982 0.9979 12.540 3.052 45 5 1 0 0.9877 0.9982 0.0000 15.489 3.323 45 5 67 6 +5 0 0.9980 0.9982 0.9977 12.476 3.248 45 5 53 7 0.9894 0.9982 0.0000 14.987 3.311 45 5 67 6 +6 0 0.9940 0.9986 0.0000 12.348 3.312 13 7 11 6 0.9900 0.9986 0.0000 14.610 3.311 13 7 67 6 +7 0 0.9980 0.9986 0.9979 12.192 3.284 13 7 3 1 0.9910 0.9986 0.0000 14.307 3.308 13 7 67 6 +8 0 0.9941 0.9986 0.0000 11.460 3.160 13 7 75 13 0.9914 0.9986 0.0000 13.991 3.291 13 7 67 6 +9 0 0.9940 0.9986 0.0000 12.548 3.404 13 7 6 2 0.9916 0.9986 0.0000 13.847 3.302 13 7 67 6 +10 0 0.9980 0.9986 0.9971 12.252 3.492 13 7 7 3 0.9922 0.9986 0.0000 13.702 3.320 13 7 67 6 +11 0 0.9980 0.9986 0.9971 9.996 3.144 13 7 7 3 0.9927 0.9986 0.0000 13.393 3.305 13 7 67 6 +12 0 0.9980 0.9986 0.9971 9.328 2.940 13 7 5 2 0.9931 0.9986 0.0000 13.080 3.277 13 7 67 6 +13 0 0.9901 0.9986 0.0000 8.480 2.832 13 7 34 6 0.9929 0.9986 0.0000 12.752 3.245 13 7 67 6 +14 0 0.9980 0.9986 0.9979 7.508 2.680 13 7 3 1 0.9932 0.9986 0.0000 12.402 3.207 13 7 67 6 +15 0 0.9980 0.9986 0.9979 7.176 2.492 13 7 6 2 0.9935 0.9986 0.0000 12.075 3.163 13 7 67 6 +16 0 0.9940 0.9986 0.0000 7.320 2.532 13 7 19 9 0.9936 0.9986 0.0000 11.796 3.126 13 7 67 6 +17 0 0.9980 0.9986 0.9979 6.428 2.256 13 7 11 7 0.9938 0.9986 0.0000 11.498 3.077 13 7 67 6 +18 0 0.9980 0.9986 0.9979 6.668 2.384 13 7 4 2 0.9940 0.9986 0.0000 11.243 3.041 13 7 67 6 +19 0 0.9980 0.9986 0.9958 5.972 2.196 13 7 13 6 0.9942 0.9986 0.0000 10.980 2.999 13 7 67 6 diff --git a/build/run_4/regress.sys b/build/run_4/regress.sys index 7d3da2d..39c13ab 100644 --- a/build/run_4/regress.sys +++ b/build/run_4/regress.sys @@ -14,43 +14,43 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 255. + no random number seed specfied; using 1148. creating initial population(s): - 7301 trees were generated to fill the population of 5000 (5000 trees). + 346 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 5. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 6. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 7. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 8. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 9. - evaluation complete. (0s wall) + evaluation complete. (1s wall) breeding complete. (0s wall) === generation 10. evaluation complete. (0s wall) @@ -59,13 +59,13 @@ no checkpointing will be done. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 12. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 13. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 14. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 15. evaluation complete. (0s wall) @@ -74,7 +74,7 @@ no checkpointing will be done. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 17. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 18. evaluation complete. (0s wall) @@ -82,18 +82,3 @@ no checkpointing will be done. === generation 19. evaluation complete. (0s wall) breeding complete. (0s wall) -=== generation 20. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 21. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 22. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 23. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 24. - evaluation complete. (0s wall) - breeding complete. (0s wall) diff --git a/build/run_5/regress.bst b/build/run_5/regress.bst index 109d99e..5b91d0a 100644 --- a/build/run_5/regress.bst +++ b/build/run_5/regress.bst @@ -1,25 +1,28 @@ === BEST-OF-RUN === - generation: 10 - nodes: 28 - depth: 8 - hits: 881 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) TREE-equ: -y = ((major - log((extent / exp((-0.05728 * (area + major)))))) + exp(exp(((area + perimeter) * (minor * ((major + extent) - exp((eccentricity * area)))))))) +y = (((eccentricity / (exp((minor + perimeter)) - eccentricity)) * ((((minor - perimeter) * (perimeter / major)) / exp((eccentricity - eccentricity))) * (((major + major) / (area * area)) / (exp(major) + (0.80038 - minor))))) - log((log(-0.49049) / exp(exp((-0.35161 + convex)))))) diff --git a/build/run_5/regress.fn b/build/run_5/regress.fn index 97e91db..671eeac 100644 --- a/build/run_5/regress.fn +++ b/build/run_5/regress.fn @@ -1,19 +1,22 @@ -Hits: 2472, Total Size: 2810, Percent Hit: 87.971530 -CC: 950 -CO: 168 -OO: 1522 -OC: 170 -Fitness: 0.998866 -Hits: 881 +Hits: 2589, Total Size: 2810, Percent Hit: 92.135231 +CC: 1021 +CO: 120 +OO: 1568 +OC: 101 +Fitness: 0.998888 +Hits: 898 -y = ((major - log((extent / exp((-0.05728 * (area + major)))))) + exp(exp(((area + perimeter) * (minor * ((major + extent) - exp((eccentricity * area)))))))) +y = (((eccentricity / (exp((minor + perimeter)) - eccentricity)) * ((((minor - perimeter) * (perimeter / major)) / exp((eccentricity - eccentricity))) * (((major + major) / (area * area)) / (exp(major) + (0.80038 - minor))))) - log((log(-0.49049) / exp(exp((-0.35161 + convex)))))) - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) diff --git a/build/run_5/regress.his b/build/run_5/regress.his index b2ebd9f..4200ec8 100644 --- a/build/run_5/regress.his +++ b/build/run_5/regress.his @@ -1,348 +1,1374 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 25 + nodes: 32 depth: 5 - hits: 810 + hits: 533 TOP INDIVIDUAL: -- #1 -- - hits: 810 - raw fitness: 810.0000 - standardized fitness: 810.0000 - adjusted fitness: 0.9988 + hits: 533 + raw fitness: 533.0000 + standardized fitness: 533.0000 + adjusted fitness: 0.9981 TREE: - (log (/ (+ (- (/ 0.90009 eccentricity) - (* convex extent)) - (/ (- convex area) - (/ perimeter area))) - (exp (+ (+ major perimeter) - (/ area perimeter))))) + (/ (log (log (log (+ extent 0.05591)))) + (* (+ (- (* major perimeter) + (- 0.04972 area)) + (* (* eccentricity major) + (log minor))) + (* (* (- extent eccentricity) + (log minor)) + (exp (exp extent))))) === BEST-OF-RUN === current generation: 1 generation: 0 - nodes: 25 + nodes: 32 depth: 5 - hits: 810 + hits: 533 TOP INDIVIDUAL: -- #1 -- - hits: 810 - raw fitness: 810.0000 - standardized fitness: 810.0000 - adjusted fitness: 0.9988 + hits: 533 + raw fitness: 533.0000 + standardized fitness: 533.0000 + adjusted fitness: 0.9981 TREE: - (log (/ (+ (- (/ 0.90009 eccentricity) - (* convex extent)) - (/ (- convex area) - (/ perimeter area))) - (exp (+ (+ major perimeter) - (/ area perimeter))))) + (/ (log (log (log (+ extent 0.05591)))) + (* (+ (- (* major perimeter) + (- 0.04972 area)) + (* (* eccentricity major) + (log minor))) + (* (* (- extent eccentricity) + (log minor)) + (exp (exp extent))))) === BEST-OF-RUN === current generation: 2 generation: 0 - nodes: 25 + nodes: 32 depth: 5 - hits: 810 + hits: 533 TOP INDIVIDUAL: -- #1 -- - hits: 810 - raw fitness: 810.0000 - standardized fitness: 810.0000 - adjusted fitness: 0.9988 + hits: 533 + raw fitness: 533.0000 + standardized fitness: 533.0000 + adjusted fitness: 0.9981 TREE: - (log (/ (+ (- (/ 0.90009 eccentricity) - (* convex extent)) - (/ (- convex area) - (/ perimeter area))) - (exp (+ (+ major perimeter) - (/ area perimeter))))) + (/ (log (log (log (+ extent 0.05591)))) + (* (+ (- (* major perimeter) + (- 0.04972 area)) + (* (* eccentricity major) + (log minor))) + (* (* (- extent eccentricity) + (log minor)) + (exp (exp extent))))) === BEST-OF-RUN === current generation: 3 - generation: 0 - nodes: 25 - depth: 5 - hits: 810 + generation: 3 + nodes: 51 + depth: 6 + hits: 892 TOP INDIVIDUAL: -- #1 -- - hits: 810 - raw fitness: 810.0000 - standardized fitness: 810.0000 - adjusted fitness: 0.9988 + hits: 892 + raw fitness: 892.0000 + standardized fitness: 892.0000 + adjusted fitness: 0.9989 TREE: - (log (/ (+ (- (/ 0.90009 eccentricity) - (* convex extent)) - (/ (- convex area) - (/ perimeter area))) - (exp (+ (+ major perimeter) - (/ area perimeter))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) + (* (/ minor eccentricity) + (exp extent)))) + (* (/ (log (/ extent area)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log (exp (- eccentricity major))) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 4 - generation: 0 - nodes: 25 - depth: 5 - hits: 810 + generation: 3 + nodes: 51 + depth: 6 + hits: 892 TOP INDIVIDUAL: -- #1 -- - hits: 810 - raw fitness: 810.0000 - standardized fitness: 810.0000 - adjusted fitness: 0.9988 + hits: 892 + raw fitness: 892.0000 + standardized fitness: 892.0000 + adjusted fitness: 0.9989 TREE: - (log (/ (+ (- (/ 0.90009 eccentricity) - (* convex extent)) - (/ (- convex area) - (/ perimeter area))) - (exp (+ (+ major perimeter) - (/ area perimeter))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) + (* (/ minor eccentricity) + (exp extent)))) + (* (/ (log (/ extent area)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log (exp (- eccentricity major))) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 5 - generation: 0 - nodes: 25 - depth: 5 - hits: 810 + generation: 3 + nodes: 51 + depth: 6 + hits: 892 TOP INDIVIDUAL: -- #1 -- - hits: 810 - raw fitness: 810.0000 - standardized fitness: 810.0000 - adjusted fitness: 0.9988 + hits: 892 + raw fitness: 892.0000 + standardized fitness: 892.0000 + adjusted fitness: 0.9989 TREE: - (log (/ (+ (- (/ 0.90009 eccentricity) - (* convex extent)) - (/ (- convex area) - (/ perimeter area))) - (exp (+ (+ major perimeter) - (/ area perimeter))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) + (* (/ minor eccentricity) + (exp extent)))) + (* (/ (log (/ extent area)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log (exp (- eccentricity major))) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 6 - generation: 6 - nodes: 20 - depth: 9 - hits: 879 + generation: 3 + nodes: 51 + depth: 6 + hits: 892 TOP INDIVIDUAL: -- #1 -- - hits: 879 - raw fitness: 879.0000 - standardized fitness: 879.0000 + hits: 892 + raw fitness: 892.0000 + standardized fitness: 892.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ (log (+ eccentricity perimeter)) convex)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) + (* (/ minor eccentricity) + (exp extent)))) + (* (/ (log (/ extent area)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log (exp (- eccentricity major))) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 7 - generation: 6 - nodes: 20 - depth: 9 - hits: 879 + generation: 3 + nodes: 51 + depth: 6 + hits: 892 TOP INDIVIDUAL: -- #1 -- - hits: 879 - raw fitness: 879.0000 - standardized fitness: 879.0000 + hits: 892 + raw fitness: 892.0000 + standardized fitness: 892.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ (log (+ eccentricity perimeter)) convex)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) + (* (/ minor eccentricity) + (exp extent)))) + (* (/ (log (/ extent area)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log (exp (- eccentricity major))) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 8 - generation: 6 - nodes: 20 - depth: 9 - hits: 879 + generation: 3 + nodes: 51 + depth: 6 + hits: 892 TOP INDIVIDUAL: -- #1 -- - hits: 879 - raw fitness: 879.0000 - standardized fitness: 879.0000 + hits: 892 + raw fitness: 892.0000 + standardized fitness: 892.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ (log (+ eccentricity perimeter)) convex)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) + (* (/ minor eccentricity) + (exp extent)))) + (* (/ (log (/ extent area)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log (exp (- eccentricity major))) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 9 - generation: 6 - nodes: 20 - depth: 9 - hits: 879 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 879 - raw fitness: 879.0000 - standardized fitness: 879.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ (log (+ eccentricity perimeter)) convex)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 10 - generation: 10 - nodes: 28 - depth: 8 - hits: 881 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 11 - generation: 10 - nodes: 28 - depth: 8 - hits: 881 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 12 - generation: 10 - nodes: 28 - depth: 8 - hits: 881 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 13 - generation: 10 - nodes: 28 - depth: 8 - hits: 881 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) === BEST-OF-RUN === current generation: 14 - generation: 10 - nodes: 28 - depth: 8 - hits: 881 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 TOP INDIVIDUAL: -- #1 -- - hits: 881 - raw fitness: 881.0000 - standardized fitness: 881.0000 + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 adjusted fitness: 0.9989 TREE: - (+ (- major - (log (/ extent - (exp (* -0.05728 - (+ area major)))))) - (exp (exp (* (+ area perimeter) - (* minor - (- (+ major extent) - (exp (* eccentricity area)))))))) + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 15 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 16 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 17 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 18 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 19 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 20 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 21 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 22 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 23 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 24 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 25 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 26 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 27 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- 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convex)))))) +=== BEST-OF-RUN === + current generation: 33 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 34 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 35 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 36 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- 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eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 39 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 40 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 41 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 42 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 43 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 44 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 45 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 46 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 47 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 48 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 49 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) +=== BEST-OF-RUN === + current generation: 50 + generation: 9 + nodes: 46 + depth: 6 + hits: 898 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 898 + raw fitness: 898.0000 + standardized fitness: 898.0000 + adjusted fitness: 0.9989 +TREE: + (- (* (/ eccentricity + (- (exp (+ minor perimeter)) eccentricity)) + (* (/ (* (- minor perimeter) + (/ perimeter major)) + (exp (- eccentricity eccentricity))) + (/ (/ (+ major major) + (* area area)) + (+ (exp major) + (- 0.80038 minor))))) + (log (/ (log -0.49049) + (exp (exp (+ -0.35161 convex)))))) diff --git a/build/run_5/regress.prg b/build/run_5/regress.prg index a9ed1e5..1674ae5 100644 --- a/build/run_5/regress.prg +++ b/build/run_5/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 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extent = 0.56151, type = C + area = 13444.00000, perimeter = 474.59299, major_axis_length = 197.95042, minor_axis_length = 87.63919, eccentricity = 0.89665, convex_area = 13881.00000, extent = 0.65661, type = C + area = 12422.00000, perimeter = 482.19800, major_axis_length = 209.21362, minor_axis_length = 76.83704, eccentricity = 0.93012, convex_area = 12783.00000, extent = 0.49808, type = C + area = 12900.00000, perimeter = 461.83600, major_axis_length = 195.34514, minor_axis_length = 84.57198, eccentricity = 0.90142, convex_area = 13160.00000, extent = 0.59180, type = O + area = 10531.00000, perimeter = 415.10599, major_axis_length = 171.48845, minor_axis_length = 78.90145, eccentricity = 0.88787, convex_area = 10796.00000, extent = 0.60126, type = O + area = 12256.00000, perimeter = 470.10800, major_axis_length = 207.98006, minor_axis_length = 75.71490, eccentricity = 0.93138, convex_area = 12541.00000, extent = 0.73831, type = C + area = 12590.00000, perimeter = 461.13699, major_axis_length = 195.53488, minor_axis_length = 82.96224, eccentricity = 0.90553, convex_area = 12915.00000, extent = 0.67601, type = C + area = 10519.00000, perimeter = 406.75601, major_axis_length = 169.01904, minor_axis_length = 80.37228, eccentricity = 0.87970, convex_area = 10684.00000, extent = 0.60544, type = O + area = 15321.00000, perimeter = 513.00702, major_axis_length = 218.71196, minor_axis_length = 90.26067, eccentricity = 0.91087, convex_area = 15646.00000, extent = 0.71188, type = C + area = 12198.00000, perimeter = 440.20099, major_axis_length = 180.95660, minor_axis_length = 86.97328, eccentricity = 0.87692, convex_area = 12412.00000, extent = 0.60030, type = O + area = 12184.00000, perimeter = 437.83899, major_axis_length = 180.10709, minor_axis_length = 87.29169, eccentricity = 0.87470, convex_area = 12398.00000, extent = 0.77373, type = O + area = 13576.00000, perimeter = 477.82501, major_axis_length = 190.02635, minor_axis_length = 91.82110, eccentricity = 0.87551, convex_area = 14137.00000, extent = 0.68328, type = O + area = 15072.00000, perimeter = 511.17599, major_axis_length = 221.78210, minor_axis_length = 87.38173, eccentricity = 0.91911, convex_area = 15392.00000, extent = 0.55088, type = C + area = 9944.00000, perimeter = 407.36099, major_axis_length = 169.64474, minor_axis_length = 75.97414, eccentricity = 0.89411, convex_area = 10212.00000, extent = 0.55859, type = O + area = 15144.00000, perimeter = 503.32401, major_axis_length = 212.19539, minor_axis_length = 91.77615, eccentricity = 0.90163, convex_area = 15469.00000, extent = 0.62786, type = C + area = 11141.00000, perimeter = 431.92499, major_axis_length = 181.24011, minor_axis_length = 79.11578, eccentricity = 0.89969, convex_area = 11372.00000, extent = 0.79065, type = C diff --git a/build/run_5/regress.stt b/build/run_5/regress.stt index 0953887..af949ed 100644 --- a/build/run_5/regress.stt +++ b/build/run_5/regress.stt @@ -1,16 +1,52 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9585 0.9988 0.0000 18.294 3.467 25 5 35 6 0.9585 0.9988 0.0000 18.294 3.467 25 5 35 6 -1 0 0.9878 0.9988 0.0000 16.659 3.552 25 5 84 7 0.9732 0.9988 0.0000 17.477 3.510 25 5 35 6 -2 0 0.9910 0.9988 0.0000 15.669 3.582 25 5 21 4 0.9791 0.9988 0.0000 16.874 3.534 25 5 35 6 -3 0 0.9920 0.9988 0.0000 14.666 3.520 25 5 78 11 0.9824 0.9988 0.0000 16.322 3.530 25 5 35 6 -4 0 0.9938 0.9988 0.0000 14.518 3.607 25 5 51 12 0.9847 0.9988 0.0000 15.961 3.546 25 5 35 6 -5 0 0.9940 0.9988 0.0000 13.653 3.548 25 5 43 9 0.9862 0.9988 0.0000 15.577 3.546 25 5 35 6 -6 0 0.9934 0.9989 0.0000 12.769 3.471 20 9 16 6 0.9872 0.9989 0.0000 15.175 3.535 20 9 35 6 -7 0 0.9942 0.9989 0.0000 12.524 3.447 20 9 21 6 0.9881 0.9989 0.0000 14.844 3.524 20 9 35 6 -8 0 0.9940 0.9989 0.0000 11.773 3.405 20 9 39 6 0.9888 0.9989 0.0000 14.503 3.511 20 9 35 6 -9 0 0.9942 0.9989 0.0000 11.641 3.410 20 9 75 9 0.9893 0.9989 0.0000 14.217 3.501 20 9 35 6 -10 0 0.9954 0.9989 0.0000 11.110 3.304 28 8 36 9 0.9899 0.9989 0.0000 13.934 3.483 28 8 35 6 -11 0 0.9956 0.9989 0.0000 10.357 3.203 28 8 76 17 0.9904 0.9989 0.0000 13.636 3.460 28 8 35 6 -12 0 0.9956 0.9989 0.0000 9.921 3.141 28 8 21 7 0.9908 0.9989 0.0000 13.350 3.435 28 8 35 6 -13 0 0.9962 0.9989 0.0000 9.642 3.073 28 8 66 7 0.9911 0.9989 0.0000 13.085 3.409 28 8 35 6 -14 0 0.9960 0.9989 0.0000 9.212 3.033 28 8 11 6 0.9915 0.9989 0.0000 12.827 3.384 28 8 35 6 +0 0 0.9621 0.9981 0.0000 17.276 3.228 32 5 38 5 0.9621 0.9981 0.0000 17.276 3.228 32 5 38 5 +1 0 0.9940 0.9981 0.0000 16.324 3.356 32 5 28 5 0.9780 0.9981 0.0000 16.800 3.292 32 5 38 5 +2 0 0.9860 0.9981 0.0000 14.580 3.396 32 5 43 5 0.9807 0.9981 0.0000 16.060 3.327 32 5 38 5 +3 0 0.9940 0.9989 0.0000 13.584 3.412 51 6 37 11 0.9840 0.9989 0.0000 15.441 3.348 51 6 38 5 +4 0 0.9980 0.9989 0.9973 13.272 3.388 51 6 11 5 0.9868 0.9989 0.0000 15.007 3.356 51 6 38 5 +5 0 0.9940 0.9989 0.0000 13.860 3.472 51 6 36 9 0.9880 0.9989 0.0000 14.816 3.375 51 6 38 5 +6 0 0.9980 0.9989 0.9979 14.724 3.740 51 6 44 11 0.9894 0.9989 0.0000 14.803 3.427 51 6 38 5 +7 0 0.9980 0.9989 0.9980 15.452 3.804 51 6 6 2 0.9905 0.9989 0.0000 14.884 3.474 51 6 38 5 +8 0 0.9940 0.9989 0.0000 15.540 3.788 51 6 50 8 0.9909 0.9989 0.0000 14.957 3.509 51 6 38 5 +9 0 0.9980 0.9989 0.9979 16.084 3.816 46 6 10 4 0.9916 0.9989 0.0000 15.070 3.540 46 6 38 5 +10 0 0.9980 0.9989 0.9980 16.664 3.992 46 6 5 3 0.9922 0.9989 0.0000 15.215 3.581 46 6 38 5 +11 0 0.9980 0.9989 0.9979 17.052 4.116 46 6 39 10 0.9927 0.9989 0.0000 15.368 3.626 46 6 38 5 +12 0 0.9980 0.9989 0.9979 16.932 4.156 46 6 6 3 0.9931 0.9989 0.0000 15.488 3.666 46 6 38 5 +13 0 0.9980 0.9989 0.9980 16.324 4.096 46 6 3 1 0.9934 0.9989 0.0000 15.548 3.697 46 6 38 5 +14 0 0.9980 0.9989 0.9979 15.960 3.984 46 6 3 1 0.9937 0.9989 0.0000 15.575 3.716 46 6 38 5 +15 0 0.9980 0.9989 0.9980 14.340 3.824 46 6 3 1 0.9940 0.9989 0.0000 15.498 3.723 46 6 38 5 +16 0 0.9980 0.9989 0.9979 15.756 4.088 46 6 8 5 0.9942 0.9989 0.0000 15.513 3.744 46 6 38 5 +17 0 0.9980 0.9989 0.9980 16.156 4.096 46 6 1 0 0.9944 0.9989 0.0000 15.549 3.764 46 6 38 5 +18 0 0.9980 0.9989 0.9980 13.816 3.776 46 6 3 1 0.9946 0.9989 0.0000 15.458 3.765 46 6 38 5 +19 0 0.9980 0.9989 0.9980 12.308 3.272 46 6 12 5 0.9948 0.9989 0.0000 15.300 3.740 46 6 38 5 +20 0 0.9980 0.9989 0.9980 12.064 3.216 46 6 13 5 0.9949 0.9989 0.0000 15.146 3.715 46 6 38 5 +21 0 0.9980 0.9989 0.9975 12.012 3.268 46 6 18 5 0.9951 0.9989 0.0000 15.004 3.695 46 6 38 5 +22 0 0.9980 0.9989 0.9980 12.360 3.280 46 6 5 3 0.9952 0.9989 0.0000 14.889 3.677 46 6 38 5 +23 0 0.9940 0.9989 0.0000 13.732 3.564 46 6 16 5 0.9952 0.9989 0.0000 14.841 3.672 46 6 38 5 +24 0 0.9980 0.9989 0.9980 12.172 3.328 46 6 1 0 0.9953 0.9989 0.0000 14.734 3.658 46 6 38 5 +25 0 0.9980 0.9989 0.9977 11.952 3.280 46 6 46 6 0.9954 0.9989 0.0000 14.627 3.644 46 6 38 5 +26 0 0.9980 0.9989 0.9980 12.204 3.376 46 6 6 2 0.9955 0.9989 0.0000 14.537 3.634 46 6 38 5 +27 0 0.9940 0.9989 0.0000 12.952 3.740 46 6 12 5 0.9954 0.9989 0.0000 14.480 3.638 46 6 38 5 +28 0 0.9980 0.9989 0.9980 12.724 3.780 46 6 19 7 0.9955 0.9989 0.0000 14.420 3.642 46 6 38 5 +29 0 0.9940 0.9989 0.0000 12.752 3.888 46 6 10 4 0.9955 0.9989 0.0000 14.364 3.651 46 6 38 5 +30 0 0.9940 0.9989 0.0000 12.664 3.708 46 6 53 9 0.9954 0.9989 0.0000 14.309 3.653 46 6 38 5 +31 0 0.9980 0.9989 0.9979 12.000 3.740 46 6 9 6 0.9955 0.9989 0.0000 14.237 3.655 46 6 38 5 +32 0 0.9940 0.9989 0.0000 11.408 3.572 46 6 48 10 0.9955 0.9989 0.0000 14.152 3.653 46 6 38 5 +33 0 0.9980 0.9989 0.9980 10.956 3.500 46 6 29 9 0.9955 0.9989 0.0000 14.058 3.648 46 6 38 5 +34 0 0.9940 0.9989 0.0000 11.740 3.472 46 6 19 5 0.9955 0.9989 0.0000 13.991 3.643 46 6 38 5 +35 0 0.9900 0.9989 0.0000 11.304 3.360 46 6 50 11 0.9953 0.9989 0.0000 13.917 3.635 46 6 38 5 +36 0 0.9980 0.9989 0.9979 11.720 3.480 46 6 34 5 0.9954 0.9989 0.0000 13.857 3.631 46 6 38 5 +37 0 0.9940 0.9989 0.0000 11.964 3.560 46 6 28 9 0.9954 0.9989 0.0000 13.807 3.629 46 6 38 5 +38 0 0.9940 0.9989 0.0000 10.636 3.284 46 6 18 8 0.9953 0.9989 0.0000 13.726 3.620 46 6 38 5 +39 0 0.9980 0.9989 0.9979 10.264 3.156 46 6 5 2 0.9954 0.9989 0.0000 13.640 3.609 46 6 38 5 +40 0 0.9980 0.9989 0.9980 10.032 3.164 46 6 4 2 0.9955 0.9989 0.0000 13.552 3.598 46 6 38 5 +41 0 0.9980 0.9989 0.9980 10.072 3.140 46 6 69 15 0.9955 0.9989 0.0000 13.469 3.587 46 6 38 5 +42 0 0.9900 0.9989 0.0000 11.108 3.528 46 6 10 3 0.9954 0.9989 0.0000 13.414 3.586 46 6 38 5 +43 0 0.9940 0.9989 0.0000 8.944 2.944 46 6 63 16 0.9954 0.9989 0.0000 13.312 3.571 46 6 38 5 +44 0 0.9980 0.9989 0.9980 7.296 2.456 46 6 5 2 0.9954 0.9989 0.0000 13.179 3.546 46 6 38 5 +45 0 0.9980 0.9989 0.9980 6.924 2.360 46 6 6 4 0.9955 0.9989 0.0000 13.043 3.521 46 6 38 5 +46 0 0.9980 0.9989 0.9979 7.200 2.416 46 6 6 3 0.9955 0.9989 0.0000 12.918 3.497 46 6 38 5 +47 0 0.9980 0.9989 0.9980 7.632 2.468 46 6 4 2 0.9956 0.9989 0.0000 12.808 3.476 46 6 38 5 +48 0 0.9980 0.9989 0.9979 7.328 2.320 46 6 5 2 0.9956 0.9989 0.0000 12.696 3.452 46 6 38 5 +49 0 0.9980 0.9989 0.9980 7.304 2.268 46 6 3 1 0.9957 0.9989 0.0000 12.588 3.428 46 6 38 5 +50 0 0.9980 0.9989 0.9980 7.568 2.340 46 6 1 0 0.9957 0.9989 0.0000 12.490 3.407 46 6 38 5 diff --git a/build/run_5/regress.sys b/build/run_5/regress.sys index a2406b0..264ab8b 100644 --- a/build/run_5/regress.sys +++ b/build/run_5/regress.sys @@ -14,43 +14,43 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 273. + no random number seed specfied; using 27. creating initial population(s): - 7357 trees were generated to fill the population of 5000 (5000 trees). + 334 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) - breeding complete. (1s wall) + evaluation complete. (0s wall) + breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 5. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 6. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 7. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 8. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 9. - evaluation complete. (0s wall) + evaluation complete. (1s wall) breeding complete. (0s wall) === generation 10. evaluation complete. (0s wall) @@ -59,11 +59,144 @@ no checkpointing will be done. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 12. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 13. evaluation complete. (0s wall) breeding complete. (0s wall) === generation 14. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) +=== generation 15. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 16. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 17. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 18. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 19. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 20. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 21. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 22. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 23. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 24. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 25. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 26. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 27. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 28. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 29. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 30. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 31. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 32. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 33. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 34. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 35. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 36. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 37. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 38. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 39. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 40. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 41. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 42. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 43. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 44. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 45. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 46. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 47. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 48. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 49. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 50. + evaluation complete. (0s wall) + +SYSTEM STATISTICS + +------- memory ------- + allocated: 4354594 + freed: 4306594 + not freed: 48000 + max allocated: 216508 + malloc'ed blocks: 46720 + realloc'ed blocks: 7 + free'ed blocks: 46714 + +------- time ------- + overall: 1s wall + evaluation: 1s wall + breeding: 0s wall + +------- generation spaces ------- + space 0 size: 200 + space 1 size: 100 + +------- ephemeral random constants ------- + used: 1208 + freed: 1208 + allocated: 1000 + blocks: 1 diff --git a/build/run_6/regress.bst b/build/run_6/regress.bst index a8a5cd5..34cdc22 100644 --- a/build/run_6/regress.bst +++ b/build/run_6/regress.bst @@ -1,18 +1,33 @@ === BEST-OF-RUN === - generation: 0 - nodes: 3 - depth: 1 - hits: 787 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 TREE: - (+ eccentricity -0.89196) + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) TREE-equ: -y = (eccentricity + -0.89196) +y = ((((exp((0.16610 - area)) / log((area * minor))) * (((extent / extent) / (extent - area)) * (exp(0.33696) + (convex + major)))) * exp((((extent - area) + (-0.07066 * minor)) * exp(exp(area))))) - (log(log(log(exp(extent)))) / (((exp(eccentricity) + 0.62824) - ((-0.57147 / convex) * (minor * extent))) - (log(log(area)) + ((minor / major) + (major / perimeter)))))) diff --git a/build/run_6/regress.fn b/build/run_6/regress.fn index 88e9734..1622563 100644 --- a/build/run_6/regress.fn +++ b/build/run_6/regress.fn @@ -1,12 +1,27 @@ -Hits: 2208, Total Size: 2810, Percent Hit: 78.576512 -CC: 901 -CO: 252 -OO: 1307 -OC: 350 -Fitness: 0.998731 -Hits: 787 +Hits: 1931, Total Size: 2810, Percent Hit: 68.718861 +CC: 417 +CO: 707 +OO: 1514 +OC: 172 +Fitness: 0.998459 +Hits: 648 -y = (eccentricity + -0.89196) +y = ((((exp((0.16610 - area)) / log((area * minor))) * (((extent / extent) / (extent - area)) * (exp(0.33696) + (convex + major)))) * exp((((extent - area) + (-0.07066 * minor)) * exp(exp(area))))) - (log(log(log(exp(extent)))) / (((exp(eccentricity) + 0.62824) - ((-0.57147 / convex) * (minor * extent))) - (log(log(area)) + ((minor / major) + (major / perimeter)))))) - (+ eccentricity -0.89196) + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) diff --git a/build/run_6/regress.his b/build/run_6/regress.his index 5c50e67..47d5098 100644 --- a/build/run_6/regress.his +++ b/build/run_6/regress.his @@ -1,85 +1,306 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 3 - depth: 1 - hits: 787 + nodes: 1 + depth: 0 + hits: 506 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 506 + raw fitness: 506.0000 + standardized fitness: 506.0000 + adjusted fitness: 0.9980 TREE: - (+ eccentricity -0.89196) + (* (- eccentricity -0.99647) + (exp perimeter)) === BEST-OF-RUN === current generation: 1 - generation: 0 - nodes: 3 - depth: 1 - hits: 787 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 TREE: - (+ eccentricity -0.89196) + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) === BEST-OF-RUN === current generation: 2 - generation: 0 - nodes: 3 - depth: 1 - hits: 787 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 TREE: - (+ eccentricity -0.89196) + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) === BEST-OF-RUN === current generation: 3 - generation: 0 - nodes: 3 - depth: 1 - hits: 787 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 TREE: - (+ eccentricity -0.89196) + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) === BEST-OF-RUN === current generation: 4 - generation: 0 - nodes: 3 - depth: 1 - hits: 787 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 TREE: - (+ eccentricity -0.89196) + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 1 + nodes: 68 + depth: 6 + hits: 648 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 648 + raw fitness: 648.0000 + standardized fitness: 648.0000 + adjusted fitness: 0.9985 +TREE: + (- (* (* (/ (exp (- 0.16610 area)) + (log (* area minor))) + (* (/ (/ extent extent) + (- extent area)) + (+ (exp 0.33696) + (+ convex major)))) + (exp (* (+ (- extent area) + (* -0.07066 minor)) + (exp (exp area))))) + (/ (log (log (log (exp extent)))) + (- (- (+ (exp eccentricity) 0.62824) + (* (/ -0.57147 convex) + (* minor extent))) + (+ (log (log area)) + (+ (/ minor major) + (/ major perimeter)))))) diff --git a/build/run_6/regress.prg b/build/run_6/regress.prg index 3cdeba6..1276a9d 100644 --- a/build/run_6/regress.prg +++ b/build/run_6/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 11625.00000, perimeter = 421.39001, major_axis_length = 167.71480, minor_axis_length = 89.46257, eccentricity = 0.84585, convex_area = 11904.00000, extent = 0.69428, type = O - area = 14155.00000, perimeter = 480.52200, major_axis_length = 200.54674, minor_axis_length = 91.05968, eccentricity = 0.89097, convex_area = 14462.00000, extent = 0.72219, type = C - area = 10787.00000, perimeter = 401.25500, major_axis_length = 160.01788, minor_axis_length = 86.63780, eccentricity = 0.84075, convex_area = 11010.00000, extent = 0.65835, type = O - area = 10509.00000, perimeter = 405.05701, major_axis_length = 166.50410, minor_axis_length = 81.15012, eccentricity = 0.87319, convex_area = 10722.00000, extent = 0.67443, type = O - area = 12142.00000, perimeter = 443.51501, major_axis_length = 177.74475, minor_axis_length = 88.19751, eccentricity = 0.86821, convex_area = 12459.00000, extent = 0.61563, type = O - area = 14321.00000, perimeter = 494.34500, major_axis_length = 211.66899, minor_axis_length = 86.82542, eccentricity = 0.91200, convex_area = 14583.00000, extent = 0.56128, type = C - area = 16006.00000, perimeter = 528.17603, major_axis_length = 222.67191, minor_axis_length = 93.09613, eccentricity = 0.90841, convex_area = 16466.00000, extent = 0.61185, type = C - area = 11860.00000, perimeter = 427.02600, major_axis_length = 174.99043, minor_axis_length = 87.09915, eccentricity = 0.86733, convex_area = 12064.00000, extent = 0.61229, type = O - area = 12720.00000, perimeter = 449.62399, major_axis_length = 178.61478, minor_axis_length = 92.75169, eccentricity = 0.85460, convex_area = 13095.00000, extent = 0.74386, type = C - area = 11550.00000, perimeter = 420.83701, major_axis_length = 172.53937, minor_axis_length = 85.41179, eccentricity = 0.86888, convex_area = 11734.00000, extent = 0.69470, type = O - area = 14952.00000, perimeter = 488.63000, major_axis_length = 203.00296, minor_axis_length = 94.55453, eccentricity = 0.88490, convex_area = 15187.00000, extent = 0.61561, type = C - area = 11802.00000, perimeter = 430.05200, major_axis_length = 175.27475, minor_axis_length = 86.66317, eccentricity = 0.86921, convex_area = 12024.00000, extent = 0.62126, type = O - area = 11836.00000, perimeter = 456.37900, major_axis_length = 201.86960, minor_axis_length = 75.45857, eccentricity = 0.92751, convex_area = 12084.00000, extent = 0.75321, type = C - area = 11480.00000, perimeter = 419.10699, major_axis_length = 170.62241, minor_axis_length = 86.62787, eccentricity = 0.86152, convex_area = 11674.00000, extent = 0.78544, type = O - area = 11838.00000, perimeter = 440.25601, major_axis_length = 181.32327, minor_axis_length = 83.83839, eccentricity = 0.88669, convex_area = 12165.00000, extent = 0.60152, type = C - area = 10297.00000, perimeter = 397.12500, major_axis_length = 160.82759, minor_axis_length = 82.35851, eccentricity = 0.85893, convex_area = 10488.00000, extent = 0.78471, type = O - area = 11530.00000, perimeter = 425.39200, major_axis_length = 177.01521, minor_axis_length = 83.92692, eccentricity = 0.88046, convex_area = 11686.00000, extent = 0.80810, type = O - area = 11278.00000, perimeter = 430.26300, major_axis_length = 174.44518, minor_axis_length = 83.79234, eccentricity = 0.87708, convex_area = 11637.00000, extent = 0.73655, type = O - area = 14658.00000, perimeter = 477.11700, major_axis_length = 189.56664, minor_axis_length = 99.99778, eccentricity = 0.84955, convex_area = 15048.00000, extent = 0.64950, type = O - area = 13699.00000, perimeter = 480.72900, major_axis_length = 197.97092, minor_axis_length = 89.94907, eccentricity = 0.89082, convex_area = 14178.00000, extent = 0.67205, type = C - area = 12730.00000, perimeter = 462.37000, major_axis_length = 192.69362, minor_axis_length = 85.33430, eccentricity = 0.89660, convex_area = 13160.00000, extent = 0.63371, type = O - area = 11462.00000, perimeter = 432.10800, major_axis_length = 180.28006, minor_axis_length = 81.89021, eccentricity = 0.89088, convex_area = 11725.00000, extent = 0.69993, type = O - area = 14586.00000, perimeter = 489.54401, major_axis_length = 206.59869, minor_axis_length = 91.26047, eccentricity = 0.89715, convex_area = 14897.00000, extent = 0.79557, type = C - area = 13562.00000, perimeter = 474.21899, major_axis_length = 194.61276, minor_axis_length = 90.66898, eccentricity = 0.88484, convex_area = 13871.00000, extent = 0.71334, type = C - area = 11545.00000, perimeter = 431.11600, major_axis_length = 174.73683, minor_axis_length = 85.66144, eccentricity = 0.87159, convex_area = 11911.00000, extent = 0.65300, type = O - area = 15739.00000, perimeter = 525.00098, major_axis_length = 228.24460, minor_axis_length = 88.84927, eccentricity = 0.92112, convex_area = 15978.00000, extent = 0.57324, type = C - area = 12692.00000, perimeter = 448.06100, major_axis_length = 182.19318, minor_axis_length = 90.43366, eccentricity = 0.86812, convex_area = 12999.00000, extent = 0.73509, type = O - area = 10211.00000, perimeter = 392.35300, major_axis_length = 163.19708, minor_axis_length = 80.24487, eccentricity = 0.87076, convex_area = 10348.00000, extent = 0.75347, type = O - area = 12466.00000, perimeter = 453.44699, major_axis_length = 185.61612, minor_axis_length = 86.58857, eccentricity = 0.88453, convex_area = 12706.00000, extent = 0.60199, type = O - area = 15764.00000, perimeter = 513.84399, major_axis_length = 212.16507, minor_axis_length = 95.95991, eccentricity = 0.89187, convex_area = 16258.00000, extent = 0.60470, type = C - area = 13207.00000, perimeter = 469.70001, major_axis_length = 196.48750, minor_axis_length = 87.33901, eccentricity = 0.89578, convex_area = 13546.00000, extent = 0.57454, type = C - area = 13737.00000, perimeter = 484.38501, major_axis_length = 209.54352, minor_axis_length = 84.16575, eccentricity = 0.91579, convex_area = 13944.00000, extent = 0.60521, type = C - area = 11840.00000, perimeter = 420.14099, major_axis_length = 166.92889, minor_axis_length = 90.98129, eccentricity = 0.83842, convex_area = 12021.00000, extent = 0.79661, type = O - area = 15136.00000, perimeter = 518.64398, major_axis_length = 221.70911, minor_axis_length = 88.20763, eccentricity = 0.91745, convex_area = 15469.00000, extent = 0.52971, type = C - area = 13803.00000, perimeter = 492.02100, major_axis_length = 207.04994, minor_axis_length = 87.18410, eccentricity = 0.90702, convex_area = 14174.00000, extent = 0.56915, type = C - area = 11584.00000, perimeter = 434.73901, major_axis_length = 180.84743, minor_axis_length = 82.18375, eccentricity = 0.89078, convex_area = 11863.00000, 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minor_axis_length = 83.15661, eccentricity = 0.89092, convex_area = 12016.00000, extent = 0.57222, type = O - area = 11696.00000, perimeter = 443.52802, major_axis_length = 186.58772, minor_axis_length = 80.95197, eccentricity = 0.90098, convex_area = 11952.00000, extent = 0.73913, type = O - area = 8990.00000, perimeter = 389.37701, major_axis_length = 157.74960, minor_axis_length = 73.91918, eccentricity = 0.88342, convex_area = 9297.00000, extent = 0.62526, type = O - area = 14753.00000, perimeter = 489.53601, major_axis_length = 207.46600, minor_axis_length = 92.00663, eccentricity = 0.89629, convex_area = 14984.00000, extent = 0.80468, type = C - area = 11747.00000, perimeter = 452.12701, major_axis_length = 194.49486, minor_axis_length = 78.74446, eccentricity = 0.91438, convex_area = 11935.00000, extent = 0.54264, type = C - area = 10182.00000, perimeter = 404.84900, major_axis_length = 168.11896, minor_axis_length = 77.88881, eccentricity = 0.88620, convex_area = 10369.00000, 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0.87051, convex_area = 12462.00000, extent = 0.68069, type = O diff --git a/build/run_6/regress.stt b/build/run_6/regress.stt index 7164d67..38bd831 100644 --- a/build/run_6/regress.stt +++ b/build/run_6/regress.stt @@ -1,6 +1,11 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9550 0.9987 0.0000 18.224 3.454 3 1 79 6 0.9550 0.9987 0.0000 18.224 3.454 3 1 79 6 -1 0 0.9898 0.9987 0.0000 16.651 3.553 3 1 32 6 0.9724 0.9987 0.0000 17.437 3.503 3 1 79 6 -2 0 0.9902 0.9987 0.0000 16.356 3.653 3 1 14 6 0.9783 0.9987 0.0000 17.077 3.553 3 1 79 6 -3 0 0.9902 0.9987 0.0000 15.579 3.678 3 1 58 6 0.9813 0.9987 0.0000 16.703 3.584 3 1 79 6 -4 0 0.9930 0.9987 0.0000 15.077 3.653 3 1 12 5 0.9836 0.9987 0.0000 16.377 3.598 3 1 79 6 +0 0 0.9820 0.9980 0.0000 17.124 3.204 1 0 26 5 0.9820 0.9980 0.0000 17.124 3.204 1 0 26 5 +1 0 0.9940 0.9985 0.0000 17.308 3.432 68 6 33 7 0.9880 0.9985 0.0000 17.216 3.318 68 6 26 5 +2 0 0.9940 0.9985 0.0000 16.492 3.612 68 6 46 11 0.9900 0.9985 0.0000 16.975 3.416 68 6 26 5 +3 0 0.9860 0.9985 0.0000 16.948 3.628 68 6 15 6 0.9890 0.9985 0.0000 16.968 3.469 68 6 26 5 +4 0 0.9980 0.9985 0.9977 17.040 3.900 68 6 4 2 0.9908 0.9985 0.0000 16.982 3.555 68 6 26 5 +5 0 0.9940 0.9985 0.0000 17.664 3.984 68 6 21 6 0.9914 0.9985 0.0000 17.096 3.627 68 6 26 5 +6 0 0.9821 0.9985 0.0000 17.280 4.148 68 6 58 6 0.9900 0.9985 0.0000 17.122 3.701 68 6 26 5 +7 0 0.9940 0.9985 0.0000 16.392 4.032 68 6 66 6 0.9905 0.9985 0.0000 17.031 3.743 68 6 26 5 +8 0 0.9980 0.9985 0.9972 16.508 4.252 68 6 61 6 0.9914 0.9985 0.0000 16.973 3.799 68 6 26 5 +9 0 0.9821 0.9985 0.0000 15.884 4.132 68 6 48 11 0.9904 0.9985 0.0000 16.864 3.832 68 6 26 5 diff --git a/build/run_6/regress.sys b/build/run_6/regress.sys index a65c710..84520f0 100644 --- a/build/run_6/regress.sys +++ b/build/run_6/regress.sys @@ -14,26 +14,41 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 1124. + no random number seed specfied; using 364. creating initial population(s): - 7292 trees were generated to fill the population of 5000 (5000 trees). + 346 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. evaluation complete. (0s wall) breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. + evaluation complete. (1s wall) + breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) diff --git a/build/run_7/regress.bst b/build/run_7/regress.bst index 0766082..d3a07e9 100644 --- a/build/run_7/regress.bst +++ b/build/run_7/regress.bst @@ -1,20 +1,22 @@ === BEST-OF-RUN === - generation: 47 - nodes: 19 - depth: 7 - hits: 934 + generation: 0 + nodes: 18 + depth: 4 + hits: 543 TOP INDIVIDUAL: -- #1 -- - hits: 934 - raw fitness: 934.0000 - standardized fitness: 934.0000 - adjusted fitness: 0.9989 + hits: 543 + raw fitness: 543.0000 + standardized fitness: 543.0000 + adjusted fitness: 0.9982 TREE: - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) TREE-equ: -y = log((log(((((area / -0.87647) / minor) / convex) * ((major + convex) * 0.01580))) + (extent / convex))) +y = (log((exp(-0.42274) - (extent - eccentricity))) * ((log(major) * exp(major)) + log((eccentricity * major)))) diff --git a/build/run_7/regress.fn b/build/run_7/regress.fn index 0c4597b..0a54d03 100644 --- a/build/run_7/regress.fn +++ b/build/run_7/regress.fn @@ -1,14 +1,16 @@ -Hits: 2589, Total Size: 2810, Percent Hit: 92.135231 -CC: 1013 -CO: 101 -OO: 1576 -OC: 120 -Fitness: 0.998930 -Hits: 934 +Hits: 1808, Total Size: 2810, Percent Hit: 64.341637 +CC: 148 +CO: 974 +OO: 1660 +OC: 28 +Fitness: 0.998162 +Hits: 543 -y = log((log(((((area / -0.87647) / minor) / convex) * ((major + convex) * 0.01580))) + (extent / convex))) +y = (log((exp(-0.42274) - (extent - eccentricity))) * ((log(major) * exp(major)) + log((eccentricity * major)))) - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) diff --git a/build/run_7/regress.his b/build/run_7/regress.his index 6cec9e0..26f5f9c 100644 --- a/build/run_7/regress.his +++ b/build/run_7/regress.his @@ -1,1111 +1,105 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 13 - depth: 5 - hits: 674 + nodes: 18 + depth: 4 + hits: 543 TOP INDIVIDUAL: -- #1 -- - hits: 674 - raw fitness: 674.0000 - standardized fitness: 674.0000 - adjusted fitness: 0.9985 + hits: 543 + raw fitness: 543.0000 + standardized fitness: 543.0000 + adjusted fitness: 0.9982 TREE: - (log (log (- (/ (* major convex) - (* area perimeter)) - (log (log eccentricity))))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) === BEST-OF-RUN === current generation: 1 - generation: 1 - nodes: 25 - depth: 6 - hits: 794 + generation: 0 + nodes: 18 + depth: 4 + hits: 543 TOP INDIVIDUAL: -- #1 -- - hits: 794 - raw fitness: 794.0000 - standardized fitness: 794.0000 - adjusted fitness: 0.9987 + hits: 543 + raw fitness: 543.0000 + standardized fitness: 543.0000 + adjusted fitness: 0.9982 TREE: - (* (- (* (+ minor minor) - (log (- (+ -0.23664 perimeter) - (+ perimeter eccentricity)))) - (log (* area area))) - (log (- (log convex) - (/ area minor)))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) === BEST-OF-RUN === current generation: 2 - generation: 1 - nodes: 25 - depth: 6 - hits: 794 + generation: 0 + nodes: 18 + depth: 4 + hits: 543 TOP INDIVIDUAL: -- #1 -- - hits: 794 - raw fitness: 794.0000 - standardized fitness: 794.0000 - adjusted fitness: 0.9987 + hits: 543 + raw fitness: 543.0000 + standardized fitness: 543.0000 + adjusted fitness: 0.9982 TREE: - (* (- (* (+ minor minor) - (log (- (+ -0.23664 perimeter) - (+ perimeter eccentricity)))) - (log (* area area))) - (log (- (log convex) - (/ area minor)))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) === BEST-OF-RUN === current generation: 3 - generation: 3 - nodes: 9 + generation: 0 + nodes: 18 depth: 4 - hits: 815 + hits: 543 TOP INDIVIDUAL: -- #1 -- - hits: 815 - raw fitness: 815.0000 - standardized fitness: 815.0000 - adjusted fitness: 0.9988 + hits: 543 + raw fitness: 543.0000 + standardized fitness: 543.0000 + adjusted fitness: 0.9982 TREE: - (log (exp (- (- 0.73300 perimeter) - (* extent perimeter)))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) === BEST-OF-RUN === current generation: 4 - generation: 3 - nodes: 9 + generation: 0 + nodes: 18 depth: 4 - hits: 815 + hits: 543 TOP INDIVIDUAL: -- #1 -- - hits: 815 - raw fitness: 815.0000 - standardized fitness: 815.0000 - adjusted fitness: 0.9988 + hits: 543 + raw fitness: 543.0000 + standardized fitness: 543.0000 + adjusted fitness: 0.9982 TREE: - (log (exp (- (- 0.73300 perimeter) - (* extent perimeter)))) -=== BEST-OF-RUN === - current generation: 5 - generation: 3 - nodes: 9 - depth: 4 - hits: 815 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 815 - raw fitness: 815.0000 - standardized fitness: 815.0000 - adjusted fitness: 0.9988 -TREE: - (log (exp (- (- 0.73300 perimeter) - (* extent perimeter)))) -=== BEST-OF-RUN === - current generation: 6 - generation: 3 - nodes: 9 - depth: 4 - hits: 815 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 815 - raw fitness: 815.0000 - standardized fitness: 815.0000 - adjusted fitness: 0.9988 -TREE: - (log (exp (- (- 0.73300 perimeter) - (* extent perimeter)))) -=== BEST-OF-RUN === - current generation: 7 - generation: 7 - nodes: 29 - depth: 10 - hits: 917 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 917 - raw fitness: 917.0000 - standardized fitness: 917.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (+ perimeter minor) - (- major minor))) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 8 - generation: 8 - nodes: 27 - depth: 10 - hits: 928 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 928 - raw fitness: 928.0000 - standardized fitness: 928.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (+ perimeter minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 9 - generation: 8 - nodes: 27 - depth: 10 - hits: 928 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 928 - raw fitness: 928.0000 - standardized fitness: 928.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (+ perimeter minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 10 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 11 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 12 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 13 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 14 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 15 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 16 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 17 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 18 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 19 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 20 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 21 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 22 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 23 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 24 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 25 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 26 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 27 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 28 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 29 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 30 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 31 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 32 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 33 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 34 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 35 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 36 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 37 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 38 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 39 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 40 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 41 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 42 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 43 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 44 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 45 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 46 - generation: 10 - nodes: 29 - depth: 10 - hits: 929 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 929 - raw fitness: 929.0000 - standardized fitness: 929.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (exp (- eccentricity - (exp (/ (/ extent - (* -0.94261 major)) convex)))) - (* (+ major - (/ (- minor minor) convex)) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 47 - generation: 47 - nodes: 19 - depth: 7 - hits: 934 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 934 - raw fitness: 934.0000 - standardized fitness: 934.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 48 - generation: 47 - nodes: 19 - depth: 7 - hits: 934 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 934 - raw fitness: 934.0000 - standardized fitness: 934.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 49 - generation: 47 - nodes: 19 - depth: 7 - hits: 934 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 934 - raw fitness: 934.0000 - standardized fitness: 934.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 50 - generation: 47 - nodes: 19 - depth: 7 - hits: 934 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 934 - raw fitness: 934.0000 - standardized fitness: 934.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) -=== BEST-OF-RUN === - current generation: 51 - generation: 47 - nodes: 19 - depth: 7 - hits: 934 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 934 - raw fitness: 934.0000 - standardized fitness: 934.0000 - adjusted fitness: 0.9989 -TREE: - (log (+ (log (* (/ (/ (/ area -0.87647) minor) convex) - (* (+ major convex) 0.01580))) - (/ extent convex))) + (* (log (- (exp -0.42274) + (- extent eccentricity))) + (+ (* (log major) + (exp major)) + (log (* eccentricity major)))) diff --git a/build/run_7/regress.prg b/build/run_7/regress.prg index 0e09796..b75058b 100644 --- a/build/run_7/regress.prg +++ b/build/run_7/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 15540.00000, perimeter = 516.31598, major_axis_length = 217.38722, minor_axis_length = 92.47346, eccentricity = 0.90501, convex_area = 16084.00000, extent = 0.63248, type = C - area = 15276.00000, perimeter = 506.68500, major_axis_length = 212.13568, minor_axis_length = 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major_axis_length = 197.70015, minor_axis_length = 84.82759, eccentricity = 0.90327, convex_area = 13557.00000, extent = 0.72395, type = C + area = 11490.00000, perimeter = 421.16699, major_axis_length = 167.71011, minor_axis_length = 88.55627, eccentricity = 0.84922, convex_area = 11793.00000, extent = 0.75542, type = O + area = 12570.00000, perimeter = 450.85901, major_axis_length = 178.96025, minor_axis_length = 91.11516, eccentricity = 0.86069, convex_area = 12886.00000, extent = 0.61049, type = O diff --git a/build/run_7/regress.stt b/build/run_7/regress.stt index 3dc1cc3..8f3e4da 100644 --- a/build/run_7/regress.stt +++ b/build/run_7/regress.stt @@ -1,53 +1,6 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9590 0.9985 0.0000 18.285 3.465 13 5 39 6 0.9590 0.9985 0.0000 18.285 3.465 13 5 39 6 -1 0 0.9910 0.9987 0.0000 16.003 3.520 25 6 64 8 0.9750 0.9987 0.0000 17.144 3.493 25 6 39 6 -2 0 0.9916 0.9987 0.0000 15.599 3.634 25 6 13 4 0.9806 0.9987 0.0000 16.629 3.540 25 6 39 6 -3 0 0.9926 0.9988 0.0000 15.103 3.659 9 4 44 12 0.9836 0.9988 0.0000 16.247 3.570 9 4 39 6 -4 0 0.9930 0.9988 0.0000 14.519 3.677 9 4 58 9 0.9855 0.9988 0.0000 15.902 3.591 9 4 39 6 -5 0 0.9938 0.9988 0.0000 13.623 3.585 9 4 76 8 0.9869 0.9988 0.0000 15.522 3.590 9 4 39 6 -6 0 0.9928 0.9988 0.0000 13.026 3.526 9 4 13 5 0.9877 0.9988 0.0000 15.165 3.581 9 4 39 6 -7 0 0.9946 0.9989 0.0000 12.102 3.381 29 10 19 6 0.9886 0.9989 0.0000 14.782 3.556 29 10 39 6 -8 0 0.9964 0.9989 0.0000 11.527 3.319 27 10 10 4 0.9895 0.9989 0.0000 14.421 3.530 27 10 39 6 -9 0 0.9952 0.9989 0.0000 11.041 3.241 27 10 51 9 0.9900 0.9989 0.0000 14.083 3.501 27 10 39 6 -10 0 0.9942 0.9989 0.0000 10.553 3.216 29 10 32 11 0.9904 0.9989 0.0000 13.762 3.475 29 10 39 6 -11 0 0.9960 0.9989 0.0000 10.104 3.162 29 10 7 3 0.9909 0.9989 0.0000 13.457 3.449 29 10 39 6 -12 0 0.9965 0.9989 0.0000 9.527 3.056 29 10 20 7 0.9913 0.9989 0.0000 13.155 3.418 29 10 39 6 -13 0 0.9968 0.9989 0.0000 8.990 2.953 29 10 21 8 0.9917 0.9989 0.0000 12.857 3.385 29 10 39 6 -14 0 0.9970 0.9989 0.0000 8.739 2.905 29 10 14 5 0.9921 0.9989 0.0000 12.583 3.353 29 10 39 6 -15 0 0.9960 0.9989 0.0000 8.269 2.821 29 10 12 5 0.9923 0.9989 0.0000 12.313 3.320 29 10 39 6 -16 0 0.9972 0.9989 0.0000 8.029 2.776 29 10 15 7 0.9926 0.9989 0.0000 12.061 3.288 29 10 39 6 -17 0 0.9958 0.9989 0.0000 7.624 2.689 29 10 19 6 0.9928 0.9989 0.0000 11.815 3.255 29 10 39 6 -18 0 0.9962 0.9989 0.0000 7.200 2.590 29 10 13 4 0.9930 0.9989 0.0000 11.572 3.220 29 10 39 6 -19 0 0.9968 0.9989 0.0000 6.976 2.544 29 10 15 6 0.9932 0.9989 0.0000 11.342 3.186 29 10 39 6 -20 0 0.9964 0.9989 0.0000 7.034 2.569 29 10 15 6 0.9933 0.9989 0.0000 11.137 3.157 29 10 39 6 -21 0 0.9966 0.9989 0.0000 6.565 2.431 29 10 17 4 0.9935 0.9989 0.0000 10.929 3.124 29 10 39 6 -22 0 0.9974 0.9989 0.0000 6.424 2.392 29 10 22 8 0.9936 0.9989 0.0000 10.733 3.092 29 10 39 6 -23 0 0.9968 0.9989 0.0000 6.372 2.406 29 10 22 7 0.9938 0.9989 0.0000 10.551 3.063 29 10 39 6 -24 0 0.9966 0.9989 0.0000 6.236 2.342 29 10 9 4 0.9939 0.9989 0.0000 10.379 3.034 29 10 39 6 -25 0 0.9968 0.9989 0.0000 6.031 2.287 29 10 27 7 0.9940 0.9989 0.0000 10.211 3.006 29 10 39 6 -26 0 0.9974 0.9989 0.0000 5.930 2.246 29 10 20 10 0.9941 0.9989 0.0000 10.053 2.977 29 10 39 6 -27 0 0.9960 0.9989 0.0000 5.656 2.129 29 10 12 4 0.9942 0.9989 0.0000 9.896 2.947 29 10 39 6 -28 0 0.9965 0.9989 0.0000 5.603 2.144 29 10 33 9 0.9943 0.9989 0.0000 9.748 2.919 29 10 39 6 -29 0 0.9978 0.9989 0.0000 5.385 2.114 29 10 15 6 0.9944 0.9989 0.0000 9.602 2.893 29 10 39 6 -30 0 0.9974 0.9989 0.0000 5.242 2.042 29 10 8 4 0.9945 0.9989 0.0000 9.462 2.865 29 10 39 6 -31 0 0.9976 0.9989 0.0000 5.182 2.019 29 10 8 4 0.9946 0.9989 0.0000 9.328 2.839 29 10 39 6 -32 0 0.9974 0.9989 0.0000 5.168 2.025 29 10 14 5 0.9947 0.9989 0.0000 9.202 2.814 29 10 39 6 -33 0 0.9976 0.9989 0.0000 5.039 1.960 29 10 12 5 0.9948 0.9989 0.0000 9.080 2.789 29 10 39 6 -34 0 0.9970 0.9989 0.0000 5.028 1.949 29 10 17 7 0.9948 0.9989 0.0000 8.964 2.765 29 10 39 6 -35 0 0.9978 0.9989 0.0000 4.990 1.925 29 10 13 4 0.9949 0.9989 0.0000 8.853 2.742 29 10 39 6 -36 0 0.9972 0.9989 0.0000 4.836 1.885 29 10 13 4 0.9950 0.9989 0.0000 8.745 2.718 29 10 39 6 -37 0 0.9976 0.9989 0.0000 4.913 1.909 29 10 7 3 0.9950 0.9989 0.0000 8.644 2.697 29 10 39 6 -38 0 0.9972 0.9989 0.0000 4.762 1.859 29 10 11 4 0.9951 0.9989 0.0000 8.544 2.676 29 10 39 6 -39 0 0.9974 0.9989 0.0000 4.765 1.875 29 10 15 5 0.9952 0.9989 0.0000 8.450 2.656 29 10 39 6 -40 0 0.9978 0.9989 0.0000 4.738 1.867 29 10 7 3 0.9952 0.9989 0.0000 8.359 2.636 29 10 39 6 -41 0 0.9976 0.9989 0.0000 4.809 1.891 29 10 7 3 0.9953 0.9989 0.0000 8.275 2.619 29 10 39 6 -42 0 0.9964 0.9989 0.0000 4.683 1.842 29 10 13 5 0.9953 0.9989 0.0000 8.191 2.601 29 10 39 6 -43 0 0.9972 0.9989 0.0000 4.668 1.839 29 10 8 3 0.9954 0.9989 0.0000 8.111 2.583 29 10 39 6 -44 0 0.9972 0.9989 0.0000 4.692 1.865 29 10 17 7 0.9954 0.9989 0.0000 8.035 2.567 29 10 39 6 -45 0 0.9974 0.9989 0.0000 4.557 1.796 29 10 17 7 0.9954 0.9989 0.0000 7.960 2.551 29 10 39 6 -46 0 0.9978 0.9989 0.0000 4.494 1.776 29 10 17 5 0.9955 0.9989 0.0000 7.886 2.534 29 10 39 6 -47 0 0.9976 0.9989 0.0000 4.469 1.773 19 7 18 5 0.9955 0.9989 0.0000 7.815 2.518 19 7 39 6 -48 0 0.9976 0.9989 0.0000 4.496 1.778 19 7 11 4 0.9956 0.9989 0.0000 7.747 2.503 19 7 39 6 -49 0 0.9978 0.9989 0.0000 4.421 1.741 19 7 7 3 0.9956 0.9989 0.0000 7.681 2.488 19 7 39 6 -50 0 0.9974 0.9989 0.0000 4.513 1.779 19 7 11 4 0.9957 0.9989 0.0000 7.618 2.474 19 7 39 6 -51 0 0.9974 0.9989 0.0000 4.440 1.740 19 7 11 4 0.9957 0.9989 0.0000 7.557 2.460 19 7 39 6 +0 0 0.9581 0.9982 0.0000 18.032 3.364 18 4 38 6 0.9581 0.9982 0.0000 18.032 3.364 18 4 38 6 +1 0 0.9940 0.9982 0.0000 16.976 3.504 18 4 58 8 0.9761 0.9982 0.0000 17.504 3.434 18 4 38 6 +2 0 0.9940 0.9982 0.0000 18.656 3.696 18 4 9 4 0.9821 0.9982 0.0000 17.888 3.521 18 4 38 6 +3 0 0.9980 0.9982 0.9980 17.800 3.696 18 4 8 5 0.9860 0.9982 0.0000 17.866 3.565 18 4 38 6 +4 0 0.9940 0.9982 0.0000 17.672 3.668 18 4 26 7 0.9876 0.9982 0.0000 17.827 3.586 18 4 38 6 diff --git a/build/run_7/regress.sys b/build/run_7/regress.sys index 8b94350..5b76fd6 100644 --- a/build/run_7/regress.sys +++ b/build/run_7/regress.sys @@ -14,192 +14,26 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 1288. + no random number seed specfied; using 9642. creating initial population(s): - 7365 trees were generated to fill the population of 5000 (5000 trees). + 343 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 5. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 6. evaluation complete. (0s wall) breeding complete. (0s wall) -=== generation 7. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 8. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 9. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 10. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 11. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 12. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 13. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 14. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 15. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 16. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 17. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 18. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 19. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 20. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 21. - evaluation complete. (0s wall) - breeding complete. (1s wall) -=== generation 22. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 23. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 24. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 25. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 26. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 27. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 28. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 29. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 30. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 31. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 32. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 33. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 34. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 35. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 36. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 37. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 38. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 39. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 40. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 41. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 42. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 43. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 44. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 45. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 46. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 47. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 48. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 49. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 50. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 51. - evaluation complete. (0s wall) - -SYSTEM STATISTICS - -------- memory ------- - allocated: 62815415 - freed: 62767415 - not freed: 48000 - max allocated: 2516263 - malloc'ed blocks: 926027 - realloc'ed blocks: 8 - free'ed blocks: 926021 - -------- time ------- - overall: 19s wall - evaluation: 15s wall - breeding: 1s wall - -------- generation spaces ------- - space 0 size: 200 - space 1 size: 100 - -------- ephemeral random constants ------- - used: 23680 - freed: 23680 - allocated: 6000 - blocks: 11 diff --git a/build/run_8/regress.bst b/build/run_8/regress.bst index 350d446..fe16031 100644 --- a/build/run_8/regress.bst +++ b/build/run_8/regress.bst @@ -1,19 +1,33 @@ === BEST-OF-RUN === - generation: 4 - nodes: 8 - depth: 4 - hits: 787 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 TREE: - (/ -0.85792 - (exp (+ (* 0.64177 perimeter) perimeter))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) TREE-equ: -y = (-0.85792 / exp(((0.64177 * perimeter) + perimeter))) +y = ((exp((exp((major + eccentricity)) - ((convex / perimeter) * (convex / eccentricity)))) + ((log(log(area)) / ((-0.35858 + extent) / (area - minor))) + (((0.24140 - major) + (perimeter / perimeter)) * (exp(extent) / (eccentricity * eccentricity))))) / log(((exp(log(0.13205)) / exp((major / eccentricity))) / ((exp(minor) / (eccentricity / perimeter)) - (exp(perimeter) * (perimeter * convex)))))) diff --git a/build/run_8/regress.fn b/build/run_8/regress.fn index b3ae854..9a04581 100644 --- a/build/run_8/regress.fn +++ b/build/run_8/regress.fn @@ -1,13 +1,27 @@ -Hits: 2053, Total Size: 2810, Percent Hit: 73.060498 -CC: 1136 -CO: 8 -OO: 917 -OC: 749 -Fitness: 0.998731 -Hits: 787 +Hits: 2094, Total Size: 2810, Percent Hit: 74.519573 +CC: 422 +CO: 715 +OO: 1672 +OC: 1 +Fitness: 0.998555 +Hits: 691 -y = (-0.85792 / exp(((0.64177 * perimeter) + perimeter))) +y = ((exp((exp((major + eccentricity)) - ((convex / perimeter) * (convex / eccentricity)))) + ((log(log(area)) / ((-0.35858 + extent) / (area - minor))) + (((0.24140 - major) + (perimeter / perimeter)) * (exp(extent) / (eccentricity * eccentricity))))) / log(((exp(log(0.13205)) / exp((major / eccentricity))) / ((exp(minor) / (eccentricity / perimeter)) - (exp(perimeter) * (perimeter * convex)))))) - (/ -0.85792 - (exp (+ (* 0.64177 perimeter) perimeter))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) diff --git a/build/run_8/regress.his b/build/run_8/regress.his index 5013224..e618876 100644 --- a/build/run_8/regress.his +++ b/build/run_8/regress.his @@ -1,95 +1,480 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 8 - depth: 4 - hits: 671 + nodes: 64 + depth: 6 + hits: 691 TOP INDIVIDUAL: -- #1 -- - hits: 671 - raw fitness: 671.0000 - standardized fitness: 671.0000 - adjusted fitness: 0.9985 + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 TREE: - (log (exp (* (/ major extent) - (log 0.05707)))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) === BEST-OF-RUN === current generation: 1 - generation: 1 - nodes: 12 - depth: 3 - hits: 683 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 TOP INDIVIDUAL: -- #1 -- - hits: 683 - raw fitness: 683.0000 - standardized fitness: 683.0000 - adjusted fitness: 0.9985 + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 TREE: - (* (* (- eccentricity 0.90514) - (+ perimeter 0.31571)) - (exp (- perimeter minor))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) === BEST-OF-RUN === current generation: 2 - generation: 2 - nodes: 13 + generation: 0 + nodes: 64 depth: 6 - hits: 786 + hits: 691 TOP INDIVIDUAL: -- #1 -- - hits: 786 - raw fitness: 786.0000 - standardized fitness: 786.0000 - adjusted fitness: 0.9987 + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 TREE: - (/ -0.89257 - (log (/ (log perimeter) - (log (* (+ -0.30896 major) - (exp eccentricity)))))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) === BEST-OF-RUN === current generation: 3 - generation: 2 - nodes: 13 + generation: 0 + nodes: 64 depth: 6 - hits: 786 + hits: 691 TOP INDIVIDUAL: -- #1 -- - hits: 786 - raw fitness: 786.0000 - standardized fitness: 786.0000 - adjusted fitness: 0.9987 + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 TREE: - (/ -0.89257 - (log (/ (log perimeter) - (log (* (+ -0.30896 major) - (exp eccentricity)))))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) === BEST-OF-RUN === current generation: 4 - generation: 4 - nodes: 8 - depth: 4 - hits: 787 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 TOP INDIVIDUAL: -- #1 -- - hits: 787 - raw fitness: 787.0000 - standardized fitness: 787.0000 - adjusted fitness: 0.9987 + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 TREE: - (/ -0.85792 - (exp (+ (* 0.64177 perimeter) perimeter))) + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 5 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 6 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 7 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 8 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 9 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 10 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 11 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 12 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 13 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) +=== BEST-OF-RUN === + current generation: 14 + generation: 0 + nodes: 64 + depth: 6 + hits: 691 +TOP INDIVIDUAL: + + + +-- #1 -- + hits: 691 + raw fitness: 691.0000 + standardized fitness: 691.0000 + adjusted fitness: 0.9986 +TREE: + (/ (+ (exp (- (exp (+ major eccentricity)) + (* (/ convex perimeter) + (/ convex eccentricity)))) + (+ (/ (log (log area)) + (/ (+ -0.35858 extent) + (- area minor))) + (* (+ (- 0.24140 major) + (/ perimeter perimeter)) + (/ (exp extent) + (* eccentricity eccentricity))))) + (log (/ (/ (exp (log 0.13205)) + (exp (/ major eccentricity))) + (- (/ (exp minor) + (/ eccentricity perimeter)) + (* (exp perimeter) + (* perimeter convex)))))) diff --git a/build/run_8/regress.prg b/build/run_8/regress.prg index 00df3a3..3b04a30 100644 --- a/build/run_8/regress.prg +++ b/build/run_8/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 15433.00000, perimeter = 519.52197, major_axis_length = 218.38802, minor_axis_length = 91.67455, eccentricity = 0.90763, convex_area = 15887.00000, extent = 0.77944, type = C - area = 12466.00000, perimeter = 448.85699, major_axis_length = 181.19337, minor_axis_length = 88.68750, eccentricity = 0.87202, convex_area = 12779.00000, extent = 0.60409, type = O - area = 12068.00000, perimeter = 450.14600, major_axis_length = 187.29993, minor_axis_length = 83.14626, eccentricity = 0.89607, convex_area = 12426.00000, extent = 0.65008, type = C - area = 14910.00000, perimeter = 511.60001, major_axis_length = 221.61229, minor_axis_length = 86.21699, eccentricity = 0.92122, convex_area = 15215.00000, extent = 0.69964, type = C - area = 13699.00000, perimeter = 480.72900, major_axis_length = 197.97092, minor_axis_length = 89.94907, eccentricity = 0.89082, convex_area = 14178.00000, extent = 0.67205, type = C - area = 11625.00000, perimeter = 430.43399, major_axis_length = 176.33295, minor_axis_length = 86.15995, eccentricity = 0.87250, convex_area = 11838.00000, extent = 0.59680, type = O - area = 10469.00000, perimeter = 423.78500, major_axis_length = 177.03677, minor_axis_length = 76.73817, eccentricity = 0.90117, convex_area = 10859.00000, extent = 0.57021, type = O - area = 12575.00000, perimeter = 456.75299, major_axis_length = 188.67986, minor_axis_length = 85.98197, eccentricity = 0.89013, convex_area = 12936.00000, extent = 0.73927, type = C - area = 15513.00000, perimeter = 522.50403, major_axis_length = 224.27583, minor_axis_length = 89.01466, eccentricity = 0.91786, convex_area = 15967.00000, extent = 0.56617, type = C - area = 13824.00000, perimeter = 491.62000, major_axis_length = 206.38902, minor_axis_length = 86.85488, eccentricity = 0.90714, convex_area = 14268.00000, extent = 0.63387, type = C - area = 11480.00000, perimeter = 419.10699, major_axis_length = 170.62241, minor_axis_length = 86.62787, eccentricity = 0.86152, convex_area = 11674.00000, extent = 0.78544, type = O - area = 15307.00000, perimeter = 489.47101, major_axis_length = 197.20265, minor_axis_length = 100.13299, eccentricity = 0.86149, convex_area = 15628.00000, extent = 0.67910, type = C - area = 14412.00000, perimeter = 490.32401, major_axis_length = 207.47614, minor_axis_length = 89.68951, eccentricity = 0.90174, convex_area = 14703.00000, extent = 0.59885, type = C - area = 11553.00000, perimeter = 433.77701, major_axis_length = 183.22137, minor_axis_length = 80.94514, eccentricity = 0.89712, convex_area = 11729.00000, extent = 0.80677, type = O - area = 10655.00000, perimeter = 417.97400, major_axis_length = 177.50758, minor_axis_length = 77.15759, eccentricity = 0.90059, convex_area = 10822.00000, extent = 0.73356, type = O - area = 12489.00000, perimeter = 444.00800, major_axis_length = 175.32974, minor_axis_length = 92.48181, eccentricity = 0.84957, convex_area = 12853.00000, extent = 0.74423, type = O - area = 14439.00000, perimeter = 492.55301, major_axis_length = 211.85214, minor_axis_length = 87.43467, eccentricity = 0.91086, convex_area = 14614.00000, extent = 0.57279, type = C - area = 11966.00000, perimeter = 456.84601, major_axis_length = 194.27026, minor_axis_length = 79.35069, eccentricity = 0.91278, convex_area = 12337.00000, extent = 0.57460, type = C - area = 12844.00000, perimeter = 454.83701, major_axis_length = 191.98018, minor_axis_length = 85.41942, eccentricity = 0.89556, convex_area = 13043.00000, extent = 0.61789, type = C - area = 13002.00000, perimeter = 460.12701, major_axis_length = 191.42421, minor_axis_length = 87.77464, eccentricity = 0.88868, convex_area = 13325.00000, extent = 0.67945, type = C - area = 16505.00000, perimeter = 506.89600, major_axis_length = 207.34584, minor_axis_length = 103.24419, eccentricity = 0.86722, convex_area = 16782.00000, extent = 0.77817, type = C - area = 14747.00000, perimeter = 501.76599, major_axis_length = 213.74219, minor_axis_length = 88.58164, eccentricity = 0.91008, convex_area = 15070.00000, extent = 0.76441, type = C - area = 15200.00000, perimeter = 502.58801, major_axis_length = 214.13380, minor_axis_length = 91.11753, eccentricity = 0.90495, convex_area = 15461.00000, extent = 0.62413, type = C - area = 13039.00000, perimeter = 476.69800, major_axis_length = 198.89693, minor_axis_length = 85.53027, eccentricity = 0.90282, convex_area = 13383.00000, extent = 0.55180, type = C - area = 12526.00000, perimeter = 441.32999, major_axis_length = 179.24625, minor_axis_length = 90.15468, eccentricity = 0.86431, convex_area = 12768.00000, extent = 0.71889, type = O - area = 11419.00000, perimeter = 431.51300, major_axis_length = 175.95653, minor_axis_length = 83.67270, eccentricity = 0.87970, convex_area = 11732.00000, extent = 0.66778, type = O - area = 11508.00000, perimeter = 429.20401, major_axis_length = 178.31401, minor_axis_length = 83.02278, eccentricity = 0.88500, convex_area = 11772.00000, extent = 0.78844, type = O - area = 17198.00000, perimeter = 520.99200, major_axis_length = 209.97021, minor_axis_length = 105.67059, eccentricity = 0.86413, convex_area = 17586.00000, extent = 0.60616, type = C - area = 10749.00000, perimeter = 412.42499, major_axis_length = 168.11682, minor_axis_length = 82.58827, eccentricity = 0.87102, convex_area = 11012.00000, extent = 0.70810, type = O - area = 10727.00000, perimeter = 406.45300, major_axis_length = 168.96371, minor_axis_length = 81.32387, eccentricity = 0.87655, convex_area = 10868.00000, extent = 0.79778, type = O - area = 9994.00000, perimeter = 406.64301, major_axis_length = 173.09851, minor_axis_length = 74.46516, eccentricity = 0.90274, convex_area = 10123.00000, extent = 0.80701, type = O - area = 10264.00000, perimeter = 410.13901, major_axis_length = 169.60396, minor_axis_length = 78.00386, eccentricity = 0.88796, convex_area = 10572.00000, extent = 0.59577, type = O - area = 11479.00000, perimeter = 421.07501, major_axis_length = 171.34761, minor_axis_length = 85.80914, eccentricity = 0.86557, convex_area = 11677.00000, extent = 0.79910, type = O - area = 10884.00000, perimeter = 406.71899, major_axis_length = 156.77713, minor_axis_length = 89.60812, eccentricity = 0.82056, convex_area = 11233.00000, extent = 0.72367, type = O - area = 12225.00000, perimeter = 436.48401, major_axis_length = 172.72522, minor_axis_length = 91.47328, eccentricity = 0.84825, convex_area = 12537.00000, extent = 0.64611, type = O - area = 14850.00000, perimeter = 500.29800, major_axis_length = 213.07790, minor_axis_length = 89.35130, eccentricity = 0.90783, convex_area = 15124.00000, extent = 0.58021, type = C - area = 13436.00000, perimeter = 467.95901, major_axis_length = 195.02281, minor_axis_length = 89.14904, eccentricity = 0.88940, convex_area = 13798.00000, extent = 0.79607, type = C - area = 9878.00000, perimeter = 406.97800, major_axis_length = 169.36671, minor_axis_length = 74.97759, eccentricity = 0.89667, convex_area = 10098.00000, extent = 0.58133, type = O - area = 10798.00000, perimeter = 412.01300, major_axis_length = 169.99113, minor_axis_length = 81.77663, eccentricity = 0.87669, convex_area = 11000.00000, extent = 0.64884, type = O - area = 14434.00000, perimeter = 486.66800, major_axis_length = 201.27196, minor_axis_length = 92.73377, eccentricity = 0.88754, convex_area = 14754.00000, extent = 0.62599, type = C - area = 14149.00000, perimeter = 474.95200, major_axis_length = 195.35510, minor_axis_length = 93.33527, eccentricity = 0.87848, convex_area = 14454.00000, extent = 0.60569, type = C - area = 11619.00000, perimeter = 432.45401, major_axis_length = 178.34151, minor_axis_length = 83.91345, eccentricity = 0.88239, convex_area = 11824.00000, extent = 0.76764, type = O - area = 13684.00000, perimeter = 505.65500, major_axis_length = 213.59363, minor_axis_length = 83.51059, eccentricity = 0.92040, convex_area = 14158.00000, extent = 0.57763, type = C - area = 15050.00000, perimeter = 502.59100, major_axis_length = 206.38658, minor_axis_length = 93.80850, eccentricity = 0.89073, convex_area = 15464.00000, extent = 0.59122, type = C - area = 11242.00000, perimeter = 418.64600, major_axis_length = 172.52991, minor_axis_length = 83.84863, eccentricity = 0.87396, convex_area = 11409.00000, extent = 0.64889, type = O - area = 11302.00000, perimeter = 418.20099, major_axis_length = 167.57506, minor_axis_length = 86.95644, eccentricity = 0.85483, convex_area = 11591.00000, extent = 0.62356, type = O - area = 14713.00000, perimeter = 500.16000, major_axis_length = 207.15820, minor_axis_length = 91.46106, eccentricity = 0.89726, convex_area = 15111.00000, extent = 0.57193, type = C - area = 13724.00000, perimeter = 481.77100, major_axis_length = 200.89267, minor_axis_length = 88.16832, eccentricity = 0.89854, convex_area = 14038.00000, extent = 0.67954, type = C - area = 11552.00000, perimeter = 432.81201, major_axis_length = 178.89076, minor_axis_length = 84.07980, eccentricity = 0.88266, convex_area = 11838.00000, extent = 0.63647, type = O - area = 13269.00000, perimeter = 491.89301, 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extent = 0.75191, type = C - area = 14972.00000, perimeter = 501.86600, major_axis_length = 208.83842, minor_axis_length = 92.89321, eccentricity = 0.89563, convex_area = 15476.00000, extent = 0.72708, type = C - area = 13066.00000, perimeter = 478.00201, major_axis_length = 207.51675, minor_axis_length = 80.51567, eccentricity = 0.92166, convex_area = 13348.00000, extent = 0.55780, type = C - area = 13000.00000, perimeter = 460.37100, major_axis_length = 195.09875, minor_axis_length = 85.72265, eccentricity = 0.89830, convex_area = 13231.00000, extent = 0.58286, type = C - area = 11928.00000, perimeter = 432.52301, major_axis_length = 171.01953, minor_axis_length = 90.06602, eccentricity = 0.85009, convex_area = 12195.00000, extent = 0.63487, type = O - area = 15644.00000, perimeter = 501.11401, major_axis_length = 210.35762, minor_axis_length = 95.27699, eccentricity = 0.89155, convex_area = 15858.00000, extent = 0.78791, type = C - area = 12422.00000, perimeter = 482.19800, 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area = 12859.00000, perimeter = 445.01001, major_axis_length = 184.30518, minor_axis_length = 89.47381, eccentricity = 0.87426, convex_area = 13030.00000, extent = 0.71044, type = C + area = 10849.00000, perimeter = 410.49399, major_axis_length = 167.98471, minor_axis_length = 82.65473, eccentricity = 0.87057, convex_area = 11025.00000, extent = 0.60915, type = O + area = 15043.00000, perimeter = 498.29901, major_axis_length = 206.01170, minor_axis_length = 94.76669, eccentricity = 0.88792, convex_area = 15414.00000, extent = 0.58688, type = C + area = 15136.00000, perimeter = 503.26001, major_axis_length = 208.77202, minor_axis_length = 94.06878, eccentricity = 0.89274, convex_area = 15471.00000, extent = 0.59591, type = C + area = 13283.00000, perimeter = 477.28900, major_axis_length = 198.27066, minor_axis_length = 86.35545, eccentricity = 0.90017, convex_area = 13616.00000, extent = 0.61113, type = C + area = 12892.00000, perimeter = 482.63000, major_axis_length = 204.59776, minor_axis_length = 82.35201, eccentricity = 0.91542, convex_area = 13376.00000, extent = 0.65124, type = C + area = 14675.00000, perimeter = 493.27301, major_axis_length = 206.79372, minor_axis_length = 91.58907, eccentricity = 0.89657, convex_area = 15039.00000, extent = 0.56617, type = C + area = 14301.00000, perimeter = 497.77399, major_axis_length = 209.87636, minor_axis_length = 87.29937, eccentricity = 0.90938, convex_area = 14591.00000, extent = 0.60068, type = C + area = 10863.00000, perimeter = 411.62201, major_axis_length = 168.27142, minor_axis_length = 83.16528, eccentricity = 0.86933, convex_area = 11057.00000, extent = 0.70283, type = O + area = 15684.00000, perimeter = 513.89099, major_axis_length = 221.94533, minor_axis_length = 90.82513, eccentricity = 0.91243, convex_area = 15944.00000, extent = 0.78201, type = C + area = 10783.00000, perimeter = 418.68100, major_axis_length = 171.36520, minor_axis_length = 82.12441, eccentricity = 0.87769, convex_area = 11133.00000, extent = 0.59345, type = O + area = 13635.00000, perimeter = 455.54599, major_axis_length = 189.43158, minor_axis_length = 92.07764, eccentricity = 0.87392, convex_area = 13785.00000, extent = 0.74852, type = O + area = 11321.00000, perimeter = 424.57599, major_axis_length = 173.99763, minor_axis_length = 84.73989, eccentricity = 0.87339, convex_area = 11631.00000, extent = 0.62190, type = O + area = 14972.00000, perimeter = 501.86600, major_axis_length = 208.83842, minor_axis_length = 92.89321, eccentricity = 0.89563, convex_area = 15476.00000, extent = 0.72708, type = C + area = 15238.00000, perimeter = 506.11499, major_axis_length = 218.36040, minor_axis_length = 89.61969, eccentricity = 0.91190, convex_area = 15529.00000, extent = 0.54722, type = C + area = 14265.00000, perimeter = 480.92700, major_axis_length = 200.18845, minor_axis_length = 91.48054, eccentricity = 0.88948, convex_area = 14627.00000, extent = 0.75456, type = C + area = 12899.00000, perimeter = 468.38901, major_axis_length = 201.04828, minor_axis_length = 82.38741, eccentricity = 0.91218, convex_area = 13132.00000, extent = 0.70050, type = C + area = 14011.00000, perimeter = 475.87299, major_axis_length = 197.72864, minor_axis_length = 91.15908, eccentricity = 0.88738, convex_area = 14315.00000, extent = 0.77761, type = C + area = 14421.00000, perimeter = 489.81799, major_axis_length = 204.95683, minor_axis_length = 90.34169, eccentricity = 0.89761, convex_area = 14716.00000, extent = 0.62526, type = C + area = 13174.00000, perimeter = 480.57700, major_axis_length = 203.50645, minor_axis_length = 83.42044, eccentricity = 0.91212, convex_area = 13606.00000, extent = 0.54947, type = C + area = 16436.00000, perimeter = 529.86298, major_axis_length = 230.93105, minor_axis_length = 91.06519, eccentricity = 0.91896, convex_area = 16648.00000, extent = 0.63410, type = C + area = 11521.00000, perimeter = 429.23401, major_axis_length = 176.80731, minor_axis_length = 84.10378, eccentricity = 0.87962, convex_area = 11732.00000, extent = 0.59295, type = O + area = 11808.00000, perimeter = 431.45700, major_axis_length = 176.30458, minor_axis_length = 85.55895, eccentricity = 0.87435, convex_area = 12006.00000, extent = 0.61835, type = O + area = 11151.00000, perimeter = 438.26199, major_axis_length = 191.60088, minor_axis_length = 74.84743, eccentricity = 0.92054, convex_area = 11325.00000, extent = 0.66597, type = C + area = 12878.00000, perimeter = 459.60400, major_axis_length = 192.17227, minor_axis_length = 85.95669, eccentricity = 0.89439, convex_area = 13213.00000, extent = 0.57625, type = C + area = 16618.00000, perimeter = 513.75299, major_axis_length = 213.21713, minor_axis_length = 99.89234, eccentricity = 0.88346, convex_area = 16892.00000, extent = 0.63641, type = C + area = 14470.00000, perimeter = 486.26001, major_axis_length = 208.33366, minor_axis_length = 89.34396, eccentricity = 0.90338, convex_area = 14657.00000, extent = 0.57654, type = C + area = 11768.00000, perimeter = 433.48001, major_axis_length = 179.83427, minor_axis_length = 83.96474, eccentricity = 0.88431, convex_area = 11993.00000, extent = 0.75567, type = O + area = 13848.00000, perimeter = 492.91000, major_axis_length = 207.01457, minor_axis_length = 86.98444, eccentricity = 0.90744, convex_area = 14383.00000, extent = 0.66879, type = C + area = 14706.00000, perimeter = 503.30701, major_axis_length = 212.68402, minor_axis_length = 89.08659, eccentricity = 0.90805, convex_area = 15074.00000, extent = 0.59596, type = C + area = 12540.00000, perimeter = 456.20200, major_axis_length = 185.98070, minor_axis_length = 87.51025, eccentricity = 0.88238, convex_area = 12854.00000, extent = 0.59006, type = O + area = 14242.00000, perimeter = 495.73901, major_axis_length = 210.68092, minor_axis_length = 87.42849, eccentricity = 0.90983, convex_area = 14549.00000, extent = 0.64095, type = C + area = 14709.00000, perimeter = 515.84998, major_axis_length = 222.72284, minor_axis_length = 85.43156, eccentricity = 0.92351, convex_area = 14941.00000, extent = 0.52480, type = C + area = 13939.00000, perimeter = 484.39301, major_axis_length = 207.02628, minor_axis_length = 86.22347, eccentricity = 0.90914, convex_area = 14233.00000, extent = 0.64247, type = C + area = 10231.00000, perimeter = 404.36401, major_axis_length = 159.63927, minor_axis_length = 82.99383, eccentricity = 0.85424, convex_area = 10640.00000, extent = 0.62999, type = O + area = 13677.00000, perimeter = 467.24799, major_axis_length = 191.01180, minor_axis_length = 91.82099, eccentricity = 0.87688, convex_area = 13901.00000, extent = 0.65503, type = O + area = 13858.00000, perimeter = 490.57001, major_axis_length = 203.70947, minor_axis_length = 88.17393, eccentricity = 0.90147, convex_area = 14265.00000, extent = 0.65319, type = C + area = 12058.00000, perimeter = 433.39001, major_axis_length = 175.53603, minor_axis_length = 88.45161, eccentricity = 0.86377, convex_area = 12283.00000, extent = 0.68605, type = O + area = 13115.00000, perimeter = 461.03601, major_axis_length = 195.01874, minor_axis_length = 86.78284, eccentricity = 0.89553, convex_area = 13381.00000, extent = 0.73846, type = C + area = 11682.00000, perimeter = 437.04001, major_axis_length = 176.23099, minor_axis_length = 86.32249, eccentricity = 0.87182, convex_area = 11969.00000, extent = 0.58119, type = O + area = 15080.00000, perimeter = 512.94598, major_axis_length = 211.92612, minor_axis_length = 92.14079, eccentricity = 0.90054, convex_area = 15533.00000, extent = 0.56677, type = C + area = 11443.00000, perimeter = 421.67200, major_axis_length = 173.63220, minor_axis_length = 84.63235, eccentricity = 0.87317, convex_area = 11644.00000, extent = 0.63379, type = O + area = 14561.00000, perimeter = 493.53000, major_axis_length = 208.69296, minor_axis_length = 89.70529, eccentricity = 0.90290, convex_area = 14986.00000, extent = 0.77206, type = C + area = 14878.00000, perimeter = 506.02100, major_axis_length = 212.18158, minor_axis_length = 90.43865, eccentricity = 0.90461, convex_area = 15237.00000, extent = 0.57577, type = C + area = 13502.00000, perimeter = 473.01199, major_axis_length = 198.14738, minor_axis_length = 88.03559, eccentricity = 0.89588, convex_area = 13778.00000, extent = 0.75388, type = C + area = 15191.00000, perimeter = 501.89200, major_axis_length = 211.72319, minor_axis_length = 92.78571, eccentricity = 0.89886, convex_area = 15492.00000, extent = 0.56838, type = C + area = 13814.00000, perimeter = 477.58600, major_axis_length = 198.90308, minor_axis_length = 89.67540, eccentricity = 0.89260, convex_area = 14168.00000, extent = 0.69098, type = C + area = 11856.00000, perimeter = 431.86301, major_axis_length = 174.35243, minor_axis_length = 88.68266, eccentricity = 0.86098, convex_area = 12188.00000, extent = 0.61507, type = O + area = 11387.00000, perimeter = 434.79300, major_axis_length = 182.10693, minor_axis_length = 80.46819, eccentricity = 0.89708, convex_area = 11612.00000, extent = 0.56472, type = O + area = 14966.00000, perimeter = 499.63800, major_axis_length = 205.47482, minor_axis_length = 93.38162, eccentricity = 0.89076, convex_area = 15387.00000, extent = 0.58143, type = C + area = 10651.00000, perimeter = 411.00299, major_axis_length = 167.18010, minor_axis_length = 82.50652, eccentricity = 0.86974, convex_area = 10893.00000, extent = 0.67505, type = O + area = 14461.00000, perimeter = 483.56601, major_axis_length = 202.35306, minor_axis_length = 91.65204, eccentricity = 0.89155, convex_area = 14718.00000, extent = 0.74541, type = C + area = 10513.00000, perimeter = 410.03500, major_axis_length = 165.65660, minor_axis_length = 82.55254, eccentricity = 0.86698, convex_area = 10789.00000, extent = 0.72553, type = O + area = 9760.00000, perimeter = 399.57501, major_axis_length = 167.36522, minor_axis_length = 75.54492, eccentricity = 0.89233, convex_area = 10012.00000, extent = 0.61384, type = O + area = 15786.00000, perimeter = 500.86099, major_axis_length = 205.46724, minor_axis_length = 98.81665, eccentricity = 0.87676, convex_area = 16127.00000, extent = 0.61091, type = C + area = 11069.00000, perimeter = 419.63800, major_axis_length = 170.60017, minor_axis_length = 83.60847, eccentricity = 0.87168, convex_area = 11333.00000, extent = 0.65930, type = O + area = 12715.00000, perimeter = 462.61700, major_axis_length = 197.49364, minor_axis_length = 82.39475, eccentricity = 0.90881, convex_area = 12924.00000, extent = 0.68272, type = O + area = 14753.00000, perimeter = 495.26001, major_axis_length = 203.72470, minor_axis_length = 93.18322, eccentricity = 0.88926, convex_area = 15153.00000, extent = 0.63465, type = O + area = 11445.00000, perimeter = 426.18100, major_axis_length = 172.97737, minor_axis_length = 86.00354, eccentricity = 0.86764, convex_area = 11734.00000, extent = 0.61138, type = O diff --git a/build/run_8/regress.stt b/build/run_8/regress.stt index fded18a..1b5fcbd 100644 --- a/build/run_8/regress.stt +++ b/build/run_8/regress.stt @@ -1,6 +1,16 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9602 0.9985 0.0000 18.493 3.474 8 4 69 6 0.9602 0.9985 0.0000 18.493 3.474 8 4 69 6 -1 0 0.9894 0.9985 0.0000 16.327 3.510 12 3 15 4 0.9748 0.9985 0.0000 17.410 3.492 12 3 69 6 -2 0 0.9910 0.9987 0.0000 15.389 3.559 13 6 83 9 0.9802 0.9987 0.0000 16.736 3.514 13 6 69 6 -3 0 0.9920 0.9987 0.0000 15.049 3.664 13 6 45 7 0.9831 0.9987 0.0000 16.314 3.552 13 6 69 6 -4 0 0.9930 0.9987 0.0000 14.069 3.659 8 4 20 5 0.9851 0.9987 0.0000 15.865 3.573 8 4 69 6 +0 0 0.9900 0.9986 0.0000 15.208 3.088 64 6 54 6 0.9900 0.9986 0.0000 15.208 3.088 64 6 54 6 +1 0 0.9900 0.9986 0.0000 14.840 3.160 64 6 20 5 0.9900 0.9986 0.0000 15.024 3.124 64 6 54 6 +2 0 0.9900 0.9986 0.0000 15.340 3.456 64 6 25 7 0.9900 0.9986 0.0000 15.129 3.235 64 6 54 6 +3 0 0.9820 0.9986 0.0000 16.992 3.688 64 6 22 5 0.9880 0.9986 0.0000 15.595 3.348 64 6 54 6 +4 0 0.9900 0.9986 0.0000 17.724 3.448 64 6 20 6 0.9884 0.9986 0.0000 16.021 3.368 64 6 54 6 +5 0 0.9820 0.9986 0.0000 18.712 3.536 64 6 75 7 0.9873 0.9986 0.0000 16.469 3.396 64 6 54 6 +6 0 0.9940 0.9986 0.0000 14.268 2.968 64 6 13 5 0.9883 0.9986 0.0000 16.155 3.335 64 6 54 6 +7 0 0.9940 0.9986 0.0000 14.800 3.036 64 6 97 10 0.9890 0.9986 0.0000 15.986 3.297 64 6 54 6 +8 0 0.9980 0.9986 0.9978 15.828 3.188 64 6 97 10 0.9900 0.9986 0.0000 15.968 3.285 64 6 54 6 +9 0 0.9980 0.9986 0.9978 17.144 3.392 64 6 69 7 0.9908 0.9986 0.0000 16.086 3.296 64 6 54 6 +10 0 0.9900 0.9986 0.0000 19.128 3.760 64 6 77 6 0.9907 0.9986 0.0000 16.362 3.338 64 6 54 6 +11 0 0.9980 0.9986 0.9978 19.820 4.052 64 6 104 11 0.9913 0.9986 0.0000 16.650 3.398 64 6 54 6 +12 0 0.9940 0.9986 0.0000 22.284 4.416 64 6 57 6 0.9916 0.9986 0.0000 17.084 3.476 64 6 54 6 +13 0 0.9940 0.9986 0.0000 21.556 4.424 64 6 30 9 0.9917 0.9986 0.0000 17.403 3.544 64 6 54 6 +14 0 0.9940 0.9986 0.0000 21.364 4.424 64 6 15 6 0.9919 0.9986 0.0000 17.667 3.602 64 6 54 6 diff --git a/build/run_8/regress.sys b/build/run_8/regress.sys index 1614837..627afb8 100644 --- a/build/run_8/regress.sys +++ b/build/run_8/regress.sys @@ -14,26 +14,56 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 556. + no random number seed specfied; using 1894. creating initial population(s): - 7434 trees were generated to fill the population of 5000 (5000 trees). + 329 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 5. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 6. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 7. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 8. evaluation complete. (1s wall) breeding complete. (0s wall) +=== generation 9. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 10. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 11. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 12. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 13. + evaluation complete. (0s wall) + breeding complete. (0s wall) +=== generation 14. + evaluation complete. (0s wall) + breeding complete. (0s wall) diff --git a/build/run_9/regress.bst b/build/run_9/regress.bst index 39249f3..dffc45e 100644 --- a/build/run_9/regress.bst +++ b/build/run_9/regress.bst @@ -1,27 +1,18 @@ === BEST-OF-RUN === - generation: 4 - nodes: 38 - depth: 7 - hits: 864 + generation: 0 + nodes: 6 + depth: 2 + hits: 516 TOP INDIVIDUAL: -- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 + hits: 516 + raw fitness: 516.0000 + standardized fitness: 516.0000 + adjusted fitness: 0.9981 TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) + (exp (/ -0.08841 perimeter)) TREE-equ: -y = (((extent + ((0.30748 * major) / (convex + convex))) - exp((log(area) + log(convex)))) / log(((exp(minor) - (eccentricity / major)) + (exp((perimeter - major)) * ((exp(perimeter) / minor) * (area * eccentricity)))))) +y = exp((-0.08841 / perimeter)) diff --git a/build/run_9/regress.fn b/build/run_9/regress.fn index 313b3f7..f610b3b 100644 --- a/build/run_9/regress.fn +++ b/build/run_9/regress.fn @@ -1,21 +1,12 @@ -Hits: 2357, Total Size: 2810, Percent Hit: 83.879004 -CC: 1092 -CO: 48 -OO: 1265 -OC: 405 -Fitness: 0.998844 -Hits: 864 +Hits: 1114, Total Size: 2810, Percent Hit: 39.644128 +CC: 1114 +CO: 0 +OO: 0 +OC: 1696 +Fitness: 0.998066 +Hits: 516 -y = (((extent + ((0.30748 * major) / (convex + convex))) - exp((log(area) + log(convex)))) / log(((exp(minor) - (eccentricity / major)) + (exp((perimeter - major)) * ((exp(perimeter) / minor) * (area * eccentricity)))))) +y = exp((-0.08841 / perimeter)) - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) + (exp (/ -0.08841 perimeter)) diff --git a/build/run_9/regress.his b/build/run_9/regress.his index 6d3a261..1e93018 100644 --- a/build/run_9/regress.his +++ b/build/run_9/regress.his @@ -1,252 +1,85 @@ === BEST-OF-RUN === current generation: 0 generation: 0 - nodes: 34 - depth: 5 - hits: 779 + nodes: 6 + depth: 2 + hits: 516 TOP INDIVIDUAL: -- #1 -- - hits: 779 - raw fitness: 779.0000 - standardized fitness: 779.0000 - adjusted fitness: 0.9987 + hits: 516 + raw fitness: 516.0000 + standardized fitness: 516.0000 + adjusted fitness: 0.9981 TREE: - (* (exp (log (/ (+ convex extent) - (log convex)))) - (+ (+ (log (- minor major)) - (* (- minor perimeter) - (* 0.51300 major))) - (/ (+ (* convex extent) - (+ perimeter major)) - (log (/ eccentricity -0.88950))))) + (exp (/ -0.08841 perimeter)) === BEST-OF-RUN === current generation: 1 generation: 0 - nodes: 34 - depth: 5 - hits: 779 + nodes: 6 + depth: 2 + hits: 516 TOP INDIVIDUAL: -- #1 -- - hits: 779 - raw fitness: 779.0000 - standardized fitness: 779.0000 - adjusted fitness: 0.9987 + hits: 516 + raw fitness: 516.0000 + standardized fitness: 516.0000 + adjusted fitness: 0.9981 TREE: - (* (exp (log (/ (+ convex extent) - (log convex)))) - (+ (+ (log (- minor major)) - (* (- minor perimeter) - (* 0.51300 major))) - (/ (+ (* convex extent) - (+ perimeter major)) - (log (/ eccentricity -0.88950))))) + (exp (/ -0.08841 perimeter)) === BEST-OF-RUN === current generation: 2 generation: 0 - nodes: 34 - depth: 5 - hits: 779 + nodes: 6 + depth: 2 + hits: 516 TOP INDIVIDUAL: -- #1 -- - hits: 779 - raw fitness: 779.0000 - standardized fitness: 779.0000 - adjusted fitness: 0.9987 + hits: 516 + raw fitness: 516.0000 + standardized fitness: 516.0000 + adjusted fitness: 0.9981 TREE: - (* (exp (log (/ (+ convex extent) - (log convex)))) - (+ (+ (log (- minor major)) - (* (- minor perimeter) - (* 0.51300 major))) - (/ (+ (* convex extent) - (+ perimeter major)) - (log (/ eccentricity -0.88950))))) + (exp (/ -0.08841 perimeter)) === BEST-OF-RUN === current generation: 3 generation: 0 - nodes: 34 - depth: 5 - hits: 779 + nodes: 6 + depth: 2 + hits: 516 TOP INDIVIDUAL: -- #1 -- - hits: 779 - raw fitness: 779.0000 - standardized fitness: 779.0000 - adjusted fitness: 0.9987 + hits: 516 + raw fitness: 516.0000 + standardized fitness: 516.0000 + adjusted fitness: 0.9981 TREE: - (* (exp (log (/ (+ convex extent) - (log convex)))) - (+ (+ (log (- minor major)) - (* (- minor perimeter) - (* 0.51300 major))) - (/ (+ (* convex extent) - (+ perimeter major)) - (log (/ eccentricity -0.88950))))) + (exp (/ -0.08841 perimeter)) === BEST-OF-RUN === current generation: 4 - generation: 4 - nodes: 38 - depth: 7 - hits: 864 + generation: 0 + nodes: 6 + depth: 2 + hits: 516 TOP INDIVIDUAL: -- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 + hits: 516 + raw fitness: 516.0000 + standardized fitness: 516.0000 + adjusted fitness: 0.9981 TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) -=== BEST-OF-RUN === - current generation: 5 - generation: 4 - nodes: 38 - depth: 7 - hits: 864 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 -TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) -=== BEST-OF-RUN === - current generation: 6 - generation: 4 - nodes: 38 - depth: 7 - hits: 864 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 -TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) -=== BEST-OF-RUN === - current generation: 7 - generation: 4 - nodes: 38 - depth: 7 - hits: 864 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 -TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) -=== BEST-OF-RUN === - current generation: 8 - generation: 4 - nodes: 38 - depth: 7 - hits: 864 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 -TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) -=== BEST-OF-RUN === - current generation: 9 - generation: 4 - nodes: 38 - depth: 7 - hits: 864 -TOP INDIVIDUAL: - - - --- #1 -- - hits: 864 - raw fitness: 864.0000 - standardized fitness: 864.0000 - adjusted fitness: 0.9988 -TREE: - (/ (- (+ extent - (/ (* 0.30748 major) - (+ convex convex))) - (exp (+ (log area) - (log convex)))) - (log (+ (- (exp minor) - (/ eccentricity major)) - (* (exp (- perimeter major)) - (* (/ (exp perimeter) minor) - (* area eccentricity)))))) + (exp (/ -0.08841 perimeter)) diff --git a/build/run_9/regress.prg b/build/run_9/regress.prg index 930d105..b16d2ea 100644 --- a/build/run_9/regress.prg +++ b/build/run_9/regress.prg @@ -1,1002 +1,1002 @@ not starting from checkpoint file. 1000 fitness cases: - area = 13870.00000, perimeter = 484.12701, major_axis_length = 203.41826, minor_axis_length = 88.50323, eccentricity = 0.90039, convex_area = 14266.00000, extent = 0.75652, 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minor_axis_length = 93.18322, eccentricity = 0.88926, convex_area = 15153.00000, extent = 0.63465, type = O + area = 13039.00000, perimeter = 480.11099, major_axis_length = 205.85757, minor_axis_length = 81.43621, eccentricity = 0.91843, convex_area = 13288.00000, extent = 0.57631, type = O + area = 11748.00000, perimeter = 446.69501, major_axis_length = 190.21332, minor_axis_length = 79.88956, eccentricity = 0.90752, convex_area = 11926.00000, extent = 0.80976, type = O + area = 13746.00000, perimeter = 483.82001, major_axis_length = 205.84219, minor_axis_length = 86.18869, eccentricity = 0.90812, convex_area = 14060.00000, extent = 0.71594, type = C + area = 13698.00000, perimeter = 478.59900, major_axis_length = 199.06026, minor_axis_length = 88.78965, eccentricity = 0.89501, convex_area = 13932.00000, extent = 0.57559, type = C + area = 13002.00000, perimeter = 458.31601, major_axis_length = 187.39746, minor_axis_length = 89.58738, eccentricity = 0.87833, convex_area = 13319.00000, 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major_axis_length = 189.18015, minor_axis_length = 81.78645, eccentricity = 0.90172, convex_area = 12275.00000, extent = 0.75340, type = O + area = 11694.00000, perimeter = 432.97699, major_axis_length = 181.48441, minor_axis_length = 82.97145, eccentricity = 0.88937, convex_area = 11893.00000, extent = 0.76391, type = C + area = 11902.00000, perimeter = 454.94199, major_axis_length = 196.46930, minor_axis_length = 78.05167, eccentricity = 0.91770, convex_area = 12214.00000, extent = 0.70078, type = O + area = 11545.00000, perimeter = 431.11600, major_axis_length = 174.73683, minor_axis_length = 85.66144, eccentricity = 0.87159, convex_area = 11911.00000, extent = 0.65300, type = O + area = 10491.00000, perimeter = 411.99500, major_axis_length = 174.70581, minor_axis_length = 77.03625, eccentricity = 0.89753, convex_area = 10658.00000, extent = 0.76762, type = O + area = 11840.00000, perimeter = 432.38400, major_axis_length = 175.83688, minor_axis_length = 86.64778, eccentricity = 0.87016, convex_area = 12032.00000, extent = 0.62576, type = O + area = 15484.00000, perimeter = 504.81900, major_axis_length = 211.28806, minor_axis_length = 94.47181, eccentricity = 0.89447, convex_area = 15795.00000, extent = 0.67912, type = C diff --git a/build/run_9/regress.stt b/build/run_9/regress.stt index c7ad157..7a20e97 100644 --- a/build/run_9/regress.stt +++ b/build/run_9/regress.stt @@ -1,11 +1,6 @@ GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN -0 0 0.9592 0.9987 0.0000 17.982 3.457 34 5 77 6 0.9592 0.9987 0.0000 17.982 3.457 34 5 77 6 -1 0 0.9910 0.9987 0.0000 15.593 3.473 34 5 30 6 0.9751 0.9987 0.0000 16.787 3.465 34 5 77 6 -2 0 0.9896 0.9987 0.0000 14.922 3.535 34 5 19 9 0.9799 0.9987 0.0000 16.166 3.488 34 5 77 6 -3 0 0.9928 0.9987 0.0000 14.102 3.515 34 5 9 4 0.9831 0.9987 0.0000 15.650 3.495 34 5 77 6 -4 0 0.9930 0.9988 0.0000 13.677 3.513 38 7 28 6 0.9851 0.9988 0.0000 15.255 3.499 38 7 77 6 -5 0 0.9944 0.9988 0.0000 12.669 3.461 38 7 69 10 0.9867 0.9988 0.0000 14.824 3.492 38 7 77 6 -6 0 0.9942 0.9988 0.0000 11.886 3.369 38 7 68 11 0.9877 0.9988 0.0000 14.405 3.475 38 7 77 6 -7 0 0.9954 0.9988 0.0000 11.232 3.285 38 7 60 9 0.9887 0.9988 0.0000 14.008 3.451 38 7 77 6 -8 0 0.9946 0.9988 0.0000 10.508 3.209 38 7 17 6 0.9893 0.9988 0.0000 13.619 3.424 38 7 77 6 -9 0 0.9960 0.9988 0.0000 9.943 3.096 38 7 35 9 0.9900 0.9988 0.0000 13.252 3.391 38 7 77 6 +0 0 0.9501 0.9981 0.0000 16.944 3.276 6 2 21 5 0.9501 0.9981 0.0000 16.944 3.276 6 2 21 5 +1 0 0.9901 0.9981 0.0000 13.344 3.232 6 2 62 9 0.9701 0.9981 0.0000 15.144 3.254 6 2 21 5 +2 0 0.9940 0.9981 0.0000 11.828 3.164 6 2 17 10 0.9781 0.9981 0.0000 14.039 3.224 6 2 21 5 +3 0 0.9980 0.9981 0.9979 13.264 3.396 6 2 21 7 0.9831 0.9981 0.0000 13.845 3.267 6 2 21 5 +4 0 0.9940 0.9981 0.0000 13.364 3.304 6 2 81 10 0.9853 0.9981 0.0000 13.749 3.274 6 2 21 5 diff --git a/build/run_9/regress.sys b/build/run_9/regress.sys index 3b0c980..31a63ce 100644 --- a/build/run_9/regress.sys +++ b/build/run_9/regress.sys @@ -14,41 +14,26 @@ building function set(s): set 0: * / + - exp log area perimeter major minor eccentricity convex extent R tree 0 uses function set 0. function set complete. - no random number seed specfied; using 3876. + no random number seed specfied; using 343. creating initial population(s): - 7345 trees were generated to fill the population of 5000 (5000 trees). + 322 trees were generated to fill the population of 250 (250 trees). initial population(s) complete. starting evolution. no checkpointing will be done. === generation 0. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 1. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 2. - evaluation complete. (2s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 3. - evaluation complete. (1s wall) + evaluation complete. (0s wall) breeding complete. (0s wall) === generation 4. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 5. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 6. evaluation complete. (0s wall) breeding complete. (0s wall) -=== generation 7. - evaluation complete. (1s wall) - breeding complete. (0s wall) -=== generation 8. - evaluation complete. (0s wall) - breeding complete. (0s wall) -=== generation 9. - evaluation complete. (1s wall) - breeding complete. (0s wall) diff --git a/input.file b/input.file index 2208931..99fabf0 100644 --- a/input.file +++ b/input.file @@ -6,8 +6,8 @@ num_threads = 8 ### sample input parameter file for symbolic regression. ### -pop_size = 5000 -max_generations = 51 +pop_size = 250 +max_generations = 50 elitism = 2 # random_seed = 1234567890 diff --git a/src/runner/main.cpp b/src/runner/main.cpp index 6f4c3b7..453ed15 100644 --- a/src/runner/main.cpp +++ b/src/runner/main.cpp @@ -17,6 +17,7 @@ #include "blt/std/assert.h" #include "blt/std/memory.h" #include "blt/std/types.h" +#include #include #include #include @@ -36,7 +37,6 @@ #include #include #include -#include class child_t { @@ -448,5 +448,7 @@ int main(int argc, const char** argv) } } init_sockets(args); - process_files(args.get("--out_file"), args.get("--write_file"), args.get("--num_pops")); + process_files(args.get("--out_file"), + args.get("--write_file"), + args.get("--num_pops")); }

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