def synthetic_seq_to_seq_runner(individual, reca_config):
reCA_problem = reCA.ReCAProblem(
p.open_data_interpreter("seq_to_seq_synth"))
reCA_config = reCA.ReCAConfig()
reCA_rule_scheme = reCA.ReCAruleConfig(non_uniform_list=individual.phenotype.non_uniform_config)
reCA_config.set_random_mapping_config(ca_rule_scheme=reCA_rule_scheme,
N=reCA_problem.input_size, R=reca_config.get("R"), C=reca_config.get("C"), I=reca_config.get("I"),
classifier=reca_config.get("classifier"),
time_transition=reca_config.get("time_transition"),
mapping_permutations=reca_config.get("do_mappings"))
reCA_system = reCA.ReCASystem()
reCA_system.set_problem(reCA_problem)
reCA_system.set_config(reCA_config)
reCA_system.initialize_rc()
reCA_system.tackle_ReCA_problem()
reCA_out = reCA_system.test_on_problem()
return reCA_out
def five_bit_and_density_runner(individual, reca_config):
reCA_problem = reCA.ReCAProblem(
p.open_data_interpreter("5bit_density",
distractor_period=reca_config.get("distractor_period"),
training_ex=reca_config.get("training_ex"),
testing_ex=reca_config.get("testing_ex")))
reCA_config = reCA.ReCAConfig()
reCA_rule_scheme = reCA.ReCAruleConfig(non_uniform_list=individual.phenotype.non_uniform_config)
reCA_config.set_random_mapping_config(ca_rule_scheme=reCA_rule_scheme,
N=reCA_problem.input_size, R=reca_config.get("R"), C=reca_config.get("C"), I=reca_config.get("I"),
classifier=reca_config.get("classifier"),
time_transition=reca_config.get("time_transition"),
mapping_permutations=reca_config.get("do_mappings"))
reCA_system = reCA.ReCASystem()
reCA_system.set_problem(reCA_problem)
reCA_system.set_config(reCA_config)
reCA_system.initialize_rc()
reCA_system.tackle_ReCA_problem()
reCA_out = reCA_system.test_on_problem()
return reCA_out
def japanese_vowels_runner(individual, reca_config):
reCA_problem = reCA.ReCAProblem(
p.open_data_interpreter("japanese_vowels", training_ex=reca_config.get("training_ex"),
testing_ex=reca_config.get("testing_ex"), binarization_resolution=reca_config.get("B")))
reCA_config = reCA.ReCAConfig()
reCA_rule_scheme = reCA.ReCAruleConfig(non_uniform_list=individual.phenotype.non_uniform_config)
reCA_config.set_random_mapping_config(ca_rule_scheme=reCA_rule_scheme,
N=reCA_problem.input_size,
R=reca_config.get("R"),
C=reca_config.get("C"),
I=reca_config.get("I"),
classifier=reca_config.get("classifier"),
time_transition=reca_config.get("time_transition"),
mapping_permutations=reca_config.get("do_mappings"))
reCA_system = reCA.ReCASystem()
reCA_system.set_problem(reCA_problem)
reCA_system.set_config(reCA_config)
reCA_system.initialize_rc()
reCA_system.tackle_ReCA_problem()
reCA_out = reCA_system.test_on_problem()
return reCA_out