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Atari CGP irace run
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| ******************************************************************************* | |
| * irace: An implementation in R of Iterated Race | |
| * Version: 3.1.2112M | |
| * Copyright (C) 2010-2018 | |
| * Manuel Lopez-Ibanez <manuel.lopez-ibanez@manchester.ac.uk> | |
| * Jeremie Dubois-Lacoste | |
| * Leslie Perez Caceres <leslie.perez.caceres@ulb.ac.be> | |
| * | |
| * This is free software, and you are welcome to redistribute it under certain | |
| * conditions. See the GNU General Public License for details. There is NO | |
| * WARRANTY; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. | |
| * | |
| * irace builds upon previous code from the race package: | |
| * | |
| * race: Racing methods for the selection of the best | |
| * Copyright (C) 2003 Mauro Birattari | |
| ******************************************************************************* | |
| # installed at: /home/richard/R/x86_64-pc-linux-gnu-library/3.3/irace | |
| # called with: --parallel 16 | |
| Warning: A default scenario file './scenario.txt' has been found and will be read | |
| # 2018-12-01 10:33:21 UTC: Initialization | |
| # Elitist race | |
| # Elitist new instances: 1 | |
| # Elitist limit: 2 | |
| # nbIterations: 4 | |
| # minNbSurvival: 4 | |
| # nbParameters: 5 | |
| # seed: 1824710311 | |
| # confidence level: 0.95 | |
| # budget: 1000 | |
| # mu: 10 | |
| # deterministic: FALSE | |
| # 2018-12-01 10:33:21 UTC: Iteration 1 of 4 | |
| # experimentsUsedSoFar: 0 | |
| # remainingBudget: 1000 | |
| # currentBudget: 250 | |
| # nbConfigurations: 22 | |
| Markers: | |
| x No test is performed. | |
| - The test is performed and some configurations are discarded. | |
| = The test is performed but no configuration is discarded. | |
| ! The test is performed and configurations could be discarded but elite configurations are preserved. | |
| . All alive configurations are elite and nothing is discarded | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| | | Instance| Alive| Best| Mean best| Exp so far| W time| rho|KenW| Qvar| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| |x| 1| 22| 13| -150.0000000| 22|03:39:34| NA| NA| NA| | |
| |x| 2| 22| 22| -167.5000000| 44|03:04:00|-0.15|0.43|0.9790| | |
| |x| 3| 22| 13| -115.3333333| 66|03:10:15|-0.17|0.22|1.0510| | |
| |x| 4| 22| 3| -294.0000000| 88|03:36:21|-0.01|0.24|0.9013| | |
| |=| 5| 22| 3| -235.4000000| 110|02:54:44|+0.03|0.22|0.8735| | |
| |=| 6| 22| 3| -211.1666667| 132|03:46:10|+0.01|0.18|0.8890| | |
| |=| 7| 22| 3| -239.5714286| 154|03:24:16|+0.02|0.16|0.9047| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| Best-so-far configuration: 3 mean value: -239.5714286 | |
| Description of the best-so-far configuration: | |
| .ID. ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size .PARENT. | |
| 3 3 oneplus CGPChromo :gene_mutate false true 0.4 0.9 0.2 4 120 NA | |
| # 2018-12-02 10:08:44 UTC: Elite configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks): | |
| ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size | |
| 3 oneplus CGPChromo :gene_mutate false true 0.4 0.9 0.2 4 120 | |
| 8 oneplus CGPChromo :gene_mutate false true 0.4 0.7 0.4 10 120 | |
| 13 oneplus CGPChromo :gene_mutate false true 0.7 0.2 0.6 10 80 | |
| 11 oneplus CGPChromo :gene_mutate false true 0.1 0.2 0.6 7 40 | |
| # 2018-12-02 10:08:44 UTC: Iteration 2 of 4 | |
| # experimentsUsedSoFar: 154 | |
| # remainingBudget: 846 | |
| # currentBudget: 282 | |
| # nbConfigurations: 25 | |
| Markers: | |
| x No test is performed. | |
| - The test is performed and some configurations are discarded. | |
| = The test is performed but no configuration is discarded. | |
| ! The test is performed and configurations could be discarded but elite configurations are preserved. | |
| . All alive configurations are elite and nothing is discarded | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| | | Instance| Alive| Best| Mean best| Exp so far| W time| rho|KenW| Qvar| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| |x| 8| 25| 36| -245.0000000| 25|03:27:52| NA| NA| NA| | |
| |x| 4| 25| 23| -912.5000000| 46|04:11:53|+0.21|0.61|0.8156| | |
| |x| 5| 25| 23| -608.6666667| 67|03:09:37|+0.13|0.42|0.8925| | |
| |x| 7| 25| 23| -569.0000000| 88|04:11:31|+0.02|0.26|0.9889| | |
| |=| 3| 25| 3| -293.4000000| 109|03:21:07|+0.04|0.23|0.9695| | |
| |=| 6| 25| 8| -315.1666667| 130|04:08:48|-0.03|0.14|1.0214| | |
| |=| 1| 25| 23| -359.1428571| 151|03:56:52|-0.00|0.14|0.9901| | |
| |=| 2| 25| 23| -338.6250000| 172|03:06:59|+0.03|0.15|0.9481| | |
| |=| 9| 25| 37| -222.4444444| 197|04:27:21|+0.02|0.13|0.9453| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| Best-so-far configuration: 37 mean value: -222.4444444 | |
| Description of the best-so-far configuration: | |
| .ID. ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size .PARENT. | |
| 37 37 oneplus CGPChromo :gene_mutate false true 0.5 0.7 0.2 7 60 8 | |
| # 2018-12-03 20:10:50 UTC: Elite configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks): | |
| ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size | |
| 37 oneplus CGPChromo :gene_mutate false true 0.5 0.7 0.2 7 60 | |
| 23 oneplus CGPChromo :gene_mutate false true 0.8 0.8 0.3 8 80 | |
| 3 oneplus CGPChromo :gene_mutate false true 0.4 0.9 0.2 4 120 | |
| 8 oneplus CGPChromo :gene_mutate false true 0.4 0.7 0.4 10 120 | |
| # 2018-12-03 20:10:50 UTC: Iteration 3 of 4 | |
| # experimentsUsedSoFar: 351 | |
| # remainingBudget: 649 | |
| # currentBudget: 324 | |
| # nbConfigurations: 27 | |
| Markers: | |
| x No test is performed. | |
| - The test is performed and some configurations are discarded. | |
| = The test is performed but no configuration is discarded. | |
| ! The test is performed and configurations could be discarded but elite configurations are preserved. | |
| . All alive configurations are elite and nothing is discarded | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| | | Instance| Alive| Best| Mean best| Exp so far| W time| rho|KenW| Qvar| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| |x| 10| 27| 58| -390.0000000| 27|03:44:56| NA| NA| NA| | |
| |x| 9| 27| 57| -200.0000000| 50|03:57:38|+0.23|0.61|0.8131| | |
| |x| 7| 27| 58| -440.0000000| 73|04:02:55|+0.03|0.35|0.8970| | |
| |x| 8| 27| 58| -378.7500000| 96|04:06:23|-0.03|0.23|0.9562| | |
| |=| 6| 27| 37| -292.0000000| 119|04:27:34|-0.00|0.20|0.9381| | |
| |=| 5| 27| 37| -243.5000000| 142|03:56:22|+0.04|0.20|0.9225| | |
| |=| 1| 27| 37| -225.8571429| 165|04:40:10|+0.06|0.19|0.9141| | |
| |=| 4| 27| 57| -262.0000000| 188|03:28:53|+0.03|0.15|0.9315| | |
| |=| 3| 27| 58| -287.4444444| 211|04:19:34|+0.05|0.15|0.9149| | |
| |=| 2| 27| 58| -278.2000000| 234|04:30:14|+0.03|0.13|0.9136| | |
| |=| 11| 27| 58| -342.9090909| 261|04:44:43|+0.04|0.13|0.9144| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| Best-so-far configuration: 58 mean value: -342.9090909 | |
| Description of the best-so-far configuration: | |
| .ID. ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size .PARENT. | |
| 58 58 oneplus CGPChromo :gene_mutate false true 0.4 0.8 0.2 4 80 3 | |
| # 2018-12-05 18:10:17 UTC: Elite configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks): | |
| ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size | |
| 58 oneplus CGPChromo :gene_mutate false true 0.4 0.8 0.2 4 80 | |
| 44 oneplus CGPChromo :gene_mutate false true 0.8 0.7 0.3 9 60 | |
| 37 oneplus CGPChromo :gene_mutate false true 0.5 0.7 0.2 7 60 | |
| 59 oneplus CGPChromo :gene_mutate false true 0.3 0.9 0.1 4 120 | |
| # 2018-12-05 18:10:17 UTC: Iteration 4 of 4 | |
| # experimentsUsedSoFar: 612 | |
| # remainingBudget: 388 | |
| # currentBudget: 388 | |
| # nbConfigurations: 30 | |
| Markers: | |
| x No test is performed. | |
| - The test is performed and some configurations are discarded. | |
| = The test is performed but no configuration is discarded. | |
| ! The test is performed and configurations could be discarded but elite configurations are preserved. | |
| . All alive configurations are elite and nothing is discarded | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| | | Instance| Alive| Best| Mean best| Exp so far| W time| rho|KenW| Qvar| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| |x| 12| 30| 71| -1.000000000| 30|04:03:19| NA| NA| NA| | |
| |x| 5| 30| 71| -1.000000000| 56|03:55:45|+0.14|0.57|0.8233| | |
| |x| 9| 30| 88| -40.66666667| 82|04:22:56|-0.02|0.32|0.9494| | |
| |x| 3| 30| 88| -30.75000000| 108|04:03:55|+0.01|0.26|0.9192| | |
| |=| 2| 30| 88| -63.60000000| 134|04:12:25|+0.02|0.22|0.9074| | |
| |=| 11| 30| 58| -217.5000000| 160|04:52:21|+0.04|0.20|0.9460| | |
| |=| 8| 30| 44| -226.1428571| 186|03:39:26|+0.06|0.19|0.9030| | |
| |=| 6| 30| 44| -214.1250000| 212|04:31:30|+0.04|0.16|0.9349| | |
| |=| 4| 30| 44| -232.5555556| 238|04:06:25|+0.04|0.15|0.9277| | |
| |=| 1| 30| 73| -319.4000000| 264|04:32:08|+0.04|0.14|0.9347| | |
| |=| 7| 30| 73| -364.0000000| 290|04:26:03|+0.05|0.13|0.9267| | |
| |!| 10| 14| 73| -354.5000000| 316|03:32:28|-0.03|0.06|0.9518| | |
| |=| 13| 14| 73| -338.0000000| 330|02:25:15|-0.00|0.07|0.9316| | |
| |=| 14| 14| 73| -327.7857143| 344|02:21:11|+0.01|0.08|0.9178| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| Best-so-far configuration: 73 mean value: -327.7857143 | |
| Description of the best-so-far configuration: | |
| .ID. ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size .PARENT. | |
| 73 73 oneplus CGPChromo :gene_mutate false true 0.5 0.5 0.1 10 60 44 | |
| # 2018-12-08 01:15:31 UTC: Elite configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks): | |
| ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size | |
| 73 oneplus CGPChromo :gene_mutate false true 0.5 0.5 0.1 10 60 | |
| 44 oneplus CGPChromo :gene_mutate false true 0.8 0.7 0.3 9 60 | |
| 58 oneplus CGPChromo :gene_mutate false true 0.4 0.8 0.2 4 80 | |
| 92 oneplus CGPChromo :gene_mutate false true 0.3 0.6 0.1 7 60 | |
| # 2018-12-08 01:15:31 UTC: Iteration 5 of 5 | |
| # experimentsUsedSoFar: 956 | |
| # remainingBudget: 44 | |
| # currentBudget: 44 | |
| # nbConfigurations: 6 | |
| Markers: | |
| x No test is performed. | |
| - The test is performed and some configurations are discarded. | |
| = The test is performed but no configuration is discarded. | |
| ! The test is performed and configurations could be discarded but elite configurations are preserved. | |
| . All alive configurations are elite and nothing is discarded | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| | | Instance| Alive| Best| Mean best| Exp so far| W time| rho|KenW| Qvar| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| |x| 15| 6| 94| -1850.000000| 6|01:58:53| NA| NA| NA| | |
| |x| 3| 6| 73| -405.5000000| 8|02:01:03|-0.06|0.47|1.1403| | |
| |x| 4| 6| 73| -807.0000000| 10|02:19:10|+0.27|0.52|0.7888| | |
| |x| 6| 6| 92| -637.0000000| 12|02:15:15|-0.03|0.22|0.9131| | |
| |=| 5| 6| 73| -508.4000000| 14|01:33:35|-0.06|0.15|0.9364| | |
| |=| 13| 6| 73| -447.0000000| 16|01:57:03|+0.00|0.17|0.8839| | |
| |=| 10| 6| 73| -418.8571429| 18|01:30:47|+0.04|0.18|0.8496| | |
| |=| 14| 6| 73| -390.8750000| 20|01:39:31|+0.05|0.17|0.8308| | |
| |=| 2| 6| 73| -369.1111111| 22|01:47:15|+0.06|0.17|0.8234| | |
| |=| 8| 6| 73| -352.2000000| 24|01:27:07|+0.06|0.15|0.8097| | |
| |=| 9| 6| 73| -331.0909091| 26|02:00:37|+0.06|0.15|0.8129| | |
| |=| 12| 6| 73| -303.2500000| 28|01:44:21|+0.07|0.15|0.7935| | |
| |=| 7| 6| 92| -401.1538462| 30|01:46:35|+0.07|0.14|0.7873| | |
| |=| 1| 6| 73| -327.7857143| 32|01:36:14|+0.06|0.13|0.7939| | |
| |=| 11| 6| 73| -359.9333333| 34|01:29:36|+0.05|0.11|0.7967| | |
| |=| 16| 6| 73| -337.5000000| 40|02:30:29|+0.04|0.10|0.8038| | |
| +-+-----------+-----------+-----------+---------------+-----------+--------+-----+----+------+ | |
| Best-so-far configuration: 73 mean value: -337.5000000 | |
| Description of the best-so-far configuration: | |
| .ID. ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size .PARENT. | |
| 73 73 oneplus CGPChromo :gene_mutate false true 0.5 0.5 0.1 10 60 44 | |
| # 2018-12-09 06:53:08 UTC: Elite configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks): | |
| ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size | |
| 73 oneplus CGPChromo :gene_mutate false true 0.5 0.5 0.1 10 60 | |
| 58 oneplus CGPChromo :gene_mutate false true 0.4 0.8 0.2 4 80 | |
| 44 oneplus CGPChromo :gene_mutate false true 0.8 0.7 0.3 9 60 | |
| 92 oneplus CGPChromo :gene_mutate false true 0.3 0.6 0.1 7 60 | |
| # 2018-12-09 06:53:08 UTC: Stopped because there is not enough budget left to race more than the minimum (4) | |
| # You may either increase the budget or set 'minNbSurvival' to a lower value | |
| # Iteration: 6 | |
| # nbIterations: 6 | |
| # experimentsUsedSoFar: 996 | |
| # timeUsed: 0 | |
| # remainingBudget: 4 | |
| # currentBudget: 4 | |
| # number of elites: 4 | |
| # nbConfigurations: 4 | |
| # Best configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks): | |
| ea chromosome mutate_method active_mutate weights recurrency output_mutation_rate node_mutation_rate lambda static_node_size | |
| 73 oneplus CGPChromo :gene_mutate false true 0.5 0.5 0.1 10 60 | |
| 58 oneplus CGPChromo :gene_mutate false true 0.4 0.8 0.2 4 80 | |
| 44 oneplus CGPChromo :gene_mutate false true 0.8 0.7 0.3 9 60 | |
| 92 oneplus CGPChromo :gene_mutate false true 0.3 0.6 0.1 7 60 | |
| # Best configurations as commandlines (first number is the configuration ID; same order as above): | |
| 73 --ea oneplus --chromosome CGPChromo --mutate_method :gene_mutate --active_mutate false --weights true --recurrency 0.5 --output_mutation_rate 0.5 --node_mutation_rate 0.1 --lambda 10 --static_node_size 60 | |
| 58 --ea oneplus --chromosome CGPChromo --mutate_method :gene_mutate --active_mutate false --weights true --recurrency 0.4 --output_mutation_rate 0.8 --node_mutation_rate 0.2 --lambda 4 --static_node_size 80 | |
| 44 --ea oneplus --chromosome CGPChromo --mutate_method :gene_mutate --active_mutate false --weights true --recurrency 0.8 --output_mutation_rate 0.7 --node_mutation_rate 0.3 --lambda 9 --static_node_size 60 | |
| 92 --ea oneplus --chromosome CGPChromo --mutate_method :gene_mutate --active_mutate false --weights true --recurrency 0.3 --output_mutation_rate 0.6 --node_mutation_rate 0.1 --lambda 7 --static_node_size 60 |
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| ## This is an example of specifying instances with a file. | |
| # Each line is an instance relative to trainInstancesDir | |
| # (see scenario.txt.tmpl) and an optional sequence of instance-specific | |
| # parameters that will be passed to target-runnerx when invoked on that | |
| # instance. | |
| # Empty lines and comments are ignored. | |
| experiments/atari.jl --id frostbite | |
| experiments/atari.jl --id ms_pacman | |
| experiments/atari.jl --id space_invaders | |
| experiments/atari.jl --id pong |
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| ## Template for parameter description file for Iterated Race. | |
| ## | |
| ## The format is one parameter per line. Each line contains: | |
| ## | |
| ## 1: Name of the parameter. An unquoted alphanumeric string, | |
| ## example: ants | |
| ## 2: Switch to pass the parameter. A quoted (possibly empty) string, | |
| ## if the value and the switch must be separated, add a space at | |
| ## the end of the string. Example : "--version1 --ants " | |
| ## 3: Type. An unquoted single letter, among | |
| ## i: Integer, c: categorical, o: ordinal, r: real. | |
| ## 4: For c and o: All possible values, that is, a variable number of | |
| ## quoted or unquoted strings separated by commas within | |
| ## parenthesis. Empty strings and strings containing commas or | |
| ## spaces must be quoted. | |
| ## For i,r: a pair of unquoted numbers representing minimum and | |
| ## maximum values. | |
| ## 5: A conditional parameter can be defined according to the values of | |
| ## one or several other parameters. This is done by adding a | |
| ## character '|' followed by an R expression involving the names of | |
| ## other parameters. This expression must return TRUE if the | |
| ## condition is satisfied, FALSE otherwise. | |
| ea "--ea " c (oneplus) | |
| chromosome "--chromosome " c (CGPChromo) | |
| mutate_method "--mutate_method " c (:gene_mutate) | |
| active_mutate "--active_mutate " c (false) | |
| weights "--weights " c (true) | |
| recurrency "--recurrency " r (0.0, 1.0) | |
| output_mutation_rate "--output_mutation_rate " r (0.1, 1.0) | |
| node_mutation_rate "--node_mutation_rate " r (0.1, 1.0) | |
| lambda "--lambda " i (1, 10) | |
| static_node_size "--static_node_size " c (20, 40, 60, 80, 100, 120) |
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| #!/bin/bash | |
| ############################################################################### | |
| # irace tuning script for CGP.jl | |
| # | |
| # PARAMETERS: | |
| # $1 is the ID of the candidate to be evaluated | |
| # $2 is the instance ID | |
| # $3 is the seed | |
| # $4 is the instance name | |
| # The rest ($* after `shift 4') are parameters for running ACOTSP | |
| # | |
| # RETURN VALUE: | |
| # This script should print a single numerical value (the value to be minimized). | |
| ############################################################################### | |
| EXE=julia | |
| export JULIA_LOAD_PATH=src | |
| CONFIG_ID="$1" | |
| INSTANCE_ID="$2" | |
| SEED="$3" | |
| INSTANCE="$4" | |
| # All other parameters are the candidate parameters to be passed to program | |
| shift 4 || error "Not enough parameters to $0" | |
| CONFIG_PARAMS=$* | |
| LOG_DIR=irace_logs | |
| mkdir -p ${LOG_DIR} | |
| STDOUT=${LOG_DIR}/c${CONFIG_ID}-${INSTANCE_ID}.stdout | |
| STDERR=${LOG_DIR}/c${CONFIG_ID}-${INSTANCE_ID}.stderr | |
| error() { | |
| echo "`TZ=UTC date`: error: $@" >&2 | |
| exit 1 | |
| } | |
| # Control number of frames in each game. Set low (200?) for irace --check | |
| MAX_FRAMES=1000 | |
| # Number of evaluations to perform on a given tournament. Set low (500?) for irace --check | |
| TOTAL_EVALS=900 | |
| LOG_FILE=${LOG_DIR}/${INSTANCE_ID}_${CONFIG_ID}.log | |
| $EXE $INSTANCE --frames ${MAX_FRAMES} --total_evals ${TOTAL_EVALS} --seed $SEED --log ${LOG_FILE} ${CONFIG_PARAMS} 1> $STDOUT 2> $STDERR | |
| COST=$(tail -n 1 ${LOG_FILE} | cut -d 'E' -f 2) | |
| if ! [[ "$COST" =~ ^[-+0-9.e]+$ ]] ; then | |
| error "${STDOUT}: Output is not a number" | |
| fi | |
| echo "$COST" | |
| # We are done with our duty. Clean files and exit with 0 (no error). | |
| #rm -f "${STDOUT}" "${STDERR}" | |
| #rm -f best.* stat.* cmp.* | |
| exit 0 |
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| # General settings | |
| starting_nodes: 40 | |
| static_node_size: 40 | |
| node_size_cap: 150 | |
| node_inputs: 2 | |
| weights: True | |
| mutate_method: ":gene_mutate" | |
| crossover_method: ":single_point_crossover" | |
| recurrency: 0.1 | |
| total_evals: 10000 | |
| input_start: -1.0 | |
| # Logging settings | |
| save_best: True | |
| log_config: True | |
| #log_function: ":log_best" | |
| log_function: ":log_all" | |
| # Graph setting | |
| label_with_node_mumber: True | |
| # Mutation | |
| active_mutate: False | |
| input_mutation_rate: 0.0 | |
| output_mutation_rate: 0.6 | |
| node_mutation_rate: 0.1 | |
| node_size_delta: 0.0 | |
| modify_mutation_rate: 0.0 | |
| # Oneplus settings | |
| lambda: 9 | |
| # GA settings | |
| ga_population: 50 | |
| ga_elitism_rate: 0.1 | |
| ga_crossover_rate: 0.25 | |
| ga_mutation_rate: 0.65 | |
| # Speciation settings | |
| speciation_thresh: 0.8 | |
| init_species: 5 | |
| # CMAES settings | |
| cmaes_population: 5 | |
| cmaes_stopeval: 5000 | |
| functions: | |
| # list processing | |
| f_split_before: | |
| - "x" | |
| - "if length(x) > 1; return x[1:f2ind(x, (c+1)/2.0)]; else; return x; end" | |
| f_split_after: | |
| - "x" | |
| - "if length(x) > 1; return x[f2ind(x, (c+1)/2.0):end]; else; return x; end" | |
| f_range_in: | |
| - "x" | |
| - "range_in(x, (y+1)/2.0, (c+1)/2.0)" | |
| f_index_y: | |
| - "x" | |
| - "index_in(x, (y+1)/2.0)" | |
| f_index_c: | |
| - "x" | |
| - "index_in(x, (c+1)/2.0)" | |
| f_vectorize: | |
| - "x" | |
| - "x[:]" | |
| f_first: | |
| - "x" | |
| - "x[1]" | |
| f_last: | |
| - "x" | |
| - "x[end]" | |
| f_differences: | |
| - "x" | |
| - "if length(x) > 1; return scaled(diff(x[:])); else; return 0.0; end" | |
| f_avgdifferences: | |
| - "x" | |
| - "if length(x) > 1; return scaled(mean(diff(x[:]))); else; return 0.0; end" | |
| f_rotate: | |
| - "x" | |
| - "circshift(x, ceil(c))" | |
| f_reverse: | |
| - "x" | |
| - "reverse(x[:])" | |
| f_pushback: | |
| - "[x; y]" | |
| - "[x; y[:]]" | |
| - "[x[:]; y]" | |
| - "[x[:]; y[:]]" | |
| f_pushfront: | |
| - "[y; x]" | |
| - "[y[:]; x]" | |
| - "[y; x[:]]" | |
| - "[y[:]; x[:]]" | |
| f_set: | |
| - "x" | |
| - "x*ones(size(y))" | |
| - "y*ones(size(x))" | |
| - "mean(x)*ones(size(y))" | |
| f_sum: | |
| - "x" | |
| - "scaled(sum(x))" | |
| f_transpose: | |
| - "x" | |
| - "if ndims(x) < 3; return Array{Float64}(ctranspose(x)); else; return x; end" | |
| f_vecfromdouble: | |
| - "[x]" | |
| - "x" | |
| # mathematical | |
| f_add: | |
| - "(x+y)/2.0" | |
| - "(x.+y)/2.0" | |
| - "(x.+y)/2.0" | |
| - ".+(eqsize(x,y,c)...)/2.0" | |
| f_aminus: | |
| - "abs(x-y)/2.0" | |
| - "abs.(x.-y)/2.0" | |
| - "abs.(x.-y)/2.0" | |
| - "abs.(.-(eqsize(x,y,c)...))/2.0" | |
| f_mult: | |
| - "x*y" | |
| - "x.*y" | |
| - "x.*y" | |
| - ".*(eqsize(x,y,c)...)" | |
| f_cmult: | |
| - "x.*c" | |
| f_inv: | |
| - "scaled(1./x)" | |
| f_abs: | |
| - "abs.(x)" | |
| f_sqrt: | |
| - "sqrt.(abs.(x))" | |
| f_cpow: | |
| - "abs.(x).^(c+1.0)" | |
| f_ypow: | |
| - "abs(x)^abs(y)" | |
| - "abs.(x).^abs.(y)" | |
| - "abs.(x).^abs.(y)" | |
| - ".^(eqsize(abs.(x),abs.(y),c)...)" | |
| f_expx: | |
| - "(exp.(x)-1.0)/(exp(1.0)-1.0)" | |
| f_sinx: | |
| - "sin.(x)" | |
| f_cosx: | |
| - "cos.(x)" | |
| f_sqrtxy: | |
| - "sqrt.(x*x+y*y)/sqrt(2.0)" | |
| - "sqrt.(x*x+y.*y)/sqrt(2.0)" | |
| - "sqrt.(x.*x+y*y)/sqrt(2.0)" | |
| - "sqrt.(.+(eqsize(x.*x, y.*y, c)...))/sqrt(2.0)" | |
| f_acos: | |
| - "acos.(x)/pi" | |
| f_asin: | |
| - "2*asin.(x)/pi" | |
| f_atan: | |
| - "4*atan.(x)/pi" | |
| # Comparison | |
| f_lt: | |
| - "Float64(x < y)" | |
| - "Float64.(x.<y)" | |
| - "Float64.(x.<y)" | |
| - "Float64.(.<(eqsize(x,y,c)...))" | |
| f_gt: | |
| - "Float64(x > y)" | |
| - "Float64.(x.>y)" | |
| - "Float64.(x.>y)" | |
| - "Float64.(.>(eqsize(x,y,c)...))" | |
| f_max2: | |
| - "max(x,y)" | |
| - "max.(x,y)" | |
| - "max.(x,y)" | |
| - "max.(eqsize(x, y, c)...)" | |
| f_min2: | |
| - "min(x,y)" | |
| - "min.(x,y)" | |
| - "min.(x,y)" | |
| - "min.(eqsize(x, y, c)...)" | |
| # Statistical | |
| f_stddev: | |
| - "0.0" | |
| - "scaled(std(x[:]))" | |
| f_skew: | |
| - "x" | |
| - "scaled(skewness(x[:]))" | |
| f_kurtosis: | |
| - "x" | |
| - "scaled(kurtosis(x[:]))" | |
| f_mean: | |
| - "x" | |
| - "mean(x)" | |
| f_range: | |
| - "x" | |
| - "maximum(x)-minimum(x)-1.0" | |
| f_round: | |
| - "round.(x)" | |
| f_ceil: | |
| - "ceil.(x)" | |
| f_floor: | |
| - "floor.(x)" | |
| f_max1: | |
| - "x" | |
| - "maximum(x)" | |
| f_min1: | |
| - "x" | |
| - "minimum(x)" | |
| # Misc | |
| f_ywire: | |
| - "y" | |
| f_nop: | |
| - "x" | |
| f_const: | |
| - "c" | |
| f_constvectord: | |
| - "c" | |
| - "c.*ones(size(x))" | |
| f_zeros: | |
| - "0.0" | |
| - "zeros(size(x))" | |
| f_ones: | |
| - "1.0" | |
| - "ones(size(x))" |
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Summary of parameters: