Files
b2txt25/TTA-E/genetic_optimization_results.json

677 lines
18 KiB
JSON
Raw Normal View History

2025-10-06 15:17:44 +08:00
{
"best_params": {
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
"best_score": 0.91125,
"history": [
[
{
"tta_weight_0": 0.18207394081425105,
"tta_weight_1": -0.27641160181785596,
"tta_weight_2": 1.9890181292401632,
"tta_weight_3": 0.4181065726979432,
"tta_weight_4": 0.6629219301854896,
"gru_weight": 0.5434005616116353
},
0.93125
],
[
{
"tta_weight_0": 0.3258751844396646,
"tta_weight_1": 1.0406590418796409,
"tta_weight_2": 2.2171032615797257,
"tta_weight_3": 1.2611424542358873,
"tta_weight_4": 0.25573824049411786,
"gru_weight": -0.00577181000685234
},
0.9275
],
[
{
"tta_weight_0": 0.8477951875179629,
"tta_weight_1": 0.9406991643809584,
"tta_weight_2": 2.244808114897799,
"tta_weight_3": 1.047073318711218,
"tta_weight_4": 0.23273024444786816,
"gru_weight": -0.045056593374676046
},
0.92625
],
[
{
"tta_weight_0": 0.2674534345642872,
"tta_weight_1": 1.2254109503127877,
"tta_weight_2": 2.699282552389411,
"tta_weight_3": 1.0634591162241374,
"tta_weight_4": 0.08804695264131548,
"gru_weight": -0.030695542719056137
},
0.92
],
[
{
"tta_weight_0": 0.3190338201167261,
"tta_weight_1": 0.9353048479643499,
"tta_weight_2": 2.240112057208395,
"tta_weight_3": 1.4554719578976034,
"tta_weight_4": 0.21478896054331847,
"gru_weight": -0.09202344975680299
},
0.91875
],
[
{
"tta_weight_0": 0.24712544592290978,
"tta_weight_1": 1.240009254405994,
"tta_weight_2": 2.6538238050025247,
"tta_weight_3": 1.0424497005311495,
"tta_weight_4": 0.0880890663772806,
"gru_weight": -0.0296465582659885
},
0.9175
],
[
{
"tta_weight_0": 0.24712544592290978,
"tta_weight_1": 1.240009254405994,
"tta_weight_2": 2.6538238050025247,
"tta_weight_3": 1.0424497005311495,
"tta_weight_4": 0.0880890663772806,
"gru_weight": -0.0296465582659885
},
0.9175
],
[
{
"tta_weight_0": 0.27147713145511543,
"tta_weight_1": 1.250198895149689,
"tta_weight_2": 2.2814481833365012,
"tta_weight_3": 1.1160207821493136,
"tta_weight_4": 0.11309197801204543,
"gru_weight": -0.11455536877028882
},
0.9175
],
[
{
"tta_weight_0": 0.2516657731915962,
"tta_weight_1": 1.1929623596993044,
"tta_weight_2": 2.6437533307302505,
"tta_weight_3": 1.0564019421577036,
"tta_weight_4": 0.08745000239201446,
"gru_weight": -0.028095958847731237
},
0.9175
],
[
{
"tta_weight_0": 0.25488240452477695,
"tta_weight_1": 1.175935491475948,
"tta_weight_2": 2.7106493595464296,
"tta_weight_3": 1.152453486452108,
"tta_weight_4": 0.11723341916126458,
"gru_weight": -0.10243065661305634
},
0.91625
],
[
{
"tta_weight_0": 0.26364384000441815,
"tta_weight_1": 1.1995384993708507,
"tta_weight_2": 2.2095319475243076,
"tta_weight_3": 1.0630698074226959,
"tta_weight_4": 0.15707092031418196,
"gru_weight": -0.03888101680798127
},
0.915
],
[
{
"tta_weight_0": 0.2763033815403638,
"tta_weight_1": 1.200984447560716,
"tta_weight_2": 2.38279442319576,
"tta_weight_3": 1.0594311855133545,
"tta_weight_4": 0.13077263948081985,
"gru_weight": -0.13819985530216294
},
0.915
],
[
{
"tta_weight_0": 0.2598581031101437,
"tta_weight_1": 1.2005077417510197,
"tta_weight_2": 2.632658423732939,
"tta_weight_3": 1.0553591982582549,
"tta_weight_4": 0.09809074967026618,
"gru_weight": -0.08359733853144657
},
0.9125
],
[
{
"tta_weight_0": 0.2598581031101437,
"tta_weight_1": 1.2005077417510197,
"tta_weight_2": 2.632658423732939,
"tta_weight_3": 1.0553591982582549,
"tta_weight_4": 0.09809074967026618,
"gru_weight": -0.08359733853144657
},
0.9125
],
[
{
"tta_weight_0": 0.2598581031101437,
"tta_weight_1": 1.2005077417510197,
"tta_weight_2": 2.632658423732939,
"tta_weight_3": 1.0553591982582549,
"tta_weight_4": 0.09809074967026618,
"gru_weight": -0.08359733853144657
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149994,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2735419814201028,
"tta_weight_1": 1.1788649835138068,
"tta_weight_2": 2.254135950102049,
"tta_weight_3": 1.0773698243905878,
"tta_weight_4": 0.13813969325885556,
"gru_weight": -0.09028315747736737
},
0.9125
],
[
{
"tta_weight_0": 0.27061073540333247,
"tta_weight_1": 1.2058155863358682,
"tta_weight_2": 2.34933471346281,
"tta_weight_3": 1.085520635786994,
"tta_weight_4": 0.11898201197111492,
"gru_weight": -0.05174505028145018
},
0.9125
],
[
{
"tta_weight_0": 0.27899182320436633,
"tta_weight_1": 1.1928161661677632,
"tta_weight_2": 2.3432481713949507,
"tta_weight_3": 1.0699655530857795,
"tta_weight_4": 0.1358913711662429,
"gru_weight": -0.056445800807860824
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
0.9125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.27162627592643385,
"tta_weight_1": 1.1900050908711135,
"tta_weight_2": 2.356031739866132,
"tta_weight_3": 1.083217176731492,
"tta_weight_4": 0.11471270489365747,
"gru_weight": -0.061913131813523065
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
],
[
{
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
0.91125
]
],
"total_evaluations": 1530,
"elapsed_time": 53.75538659095764,
"hall_of_fame": [
{
"params": {
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869994,
"gru_weight": -0.06592684700229323
},
"score": 0.91125
},
{
"params": {
"tta_weight_0": 0.27162627592643385,
"tta_weight_1": 1.1900050908711135,
"tta_weight_2": 2.356031739866132,
"tta_weight_3": 1.083217176731492,
"tta_weight_4": 0.11471270489365747,
"gru_weight": -0.061913131813523065
},
"score": 0.91125
},
{
"params": {
"tta_weight_0": 0.2565464911803892,
"tta_weight_1": 1.1862491377833448,
"tta_weight_2": 2.4375827085759587,
"tta_weight_3": 1.083304717120983,
"tta_weight_4": 0.11284380436869992,
"gru_weight": -0.06592684700229323
},
"score": 0.91125
},
{
"params": {
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149991,
"gru_weight": -0.052277303465211505
},
"score": 0.9125
},
{
"params": {
"tta_weight_0": 0.2786488735389719,
"tta_weight_1": 1.1931594819764624,
"tta_weight_2": 2.350757074185122,
"tta_weight_3": 1.0670757403943465,
"tta_weight_4": 0.13590990196750713,
"gru_weight": -0.05241036331498794
},
"score": 0.9125
},
{
"params": {
"tta_weight_0": 0.27846786127562734,
"tta_weight_1": 1.1910362890433448,
"tta_weight_2": 2.3592202107022238,
"tta_weight_3": 1.0736433369820269,
"tta_weight_4": 0.12493437273531259,
"gru_weight": -0.05274961994772336
},
"score": 0.9125
},
{
"params": {
"tta_weight_0": 0.27899182320436633,
"tta_weight_1": 1.1928161661677632,
"tta_weight_2": 2.3432481713949507,
"tta_weight_3": 1.0699655530857795,
"tta_weight_4": 0.1358913711662429,
"gru_weight": -0.056445800807860824
},
"score": 0.9125
},
{
"params": {
"tta_weight_0": 0.2867453964082314,
"tta_weight_1": 1.1894896939928483,
"tta_weight_2": 2.364275797404369,
"tta_weight_3": 1.079391483335906,
"tta_weight_4": 0.12485095921149993,
"gru_weight": -0.052277303465211505
},
"score": 0.9125
},
{
"params": {
"tta_weight_0": 0.27061073540333247,
"tta_weight_1": 1.2058155863358682,
"tta_weight_2": 2.34933471346281,
"tta_weight_3": 1.085520635786994,
"tta_weight_4": 0.11898201197111492,
"gru_weight": -0.05174505028145018
},
"score": 0.9125
},
{
"params": {
"tta_weight_0": 0.2735419814201028,
"tta_weight_1": 1.1788649835138068,
"tta_weight_2": 2.254135950102049,
"tta_weight_3": 1.0773698243905878,
"tta_weight_4": 0.13813969325885556,
"gru_weight": -0.09028315747736737
},
"score": 0.9125
}
]
}