Index

A

ackley() (in module deephyper.benchmark.benchmark_functions) ackley_() (in module deephyper.benchmark.benchmark_functions_wrappers) Activation (class in deephyper.nas.space.op.op1d) active() (deephyper.evaluator._ray_evaluator.RayEvaluator.WaitResult property) (deephyper.evaluator._ray_evaluator.RayFuture property) add_arguments_from_signature() (in module deephyper.core.parser) add_condition() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) add_conditions() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) add_dim() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) (deephyper.problem.neuralarchitecture.Problem method) add_eval() (deephyper.evaluator.evaluate.Evaluator method) add_eval_batch() (deephyper.evaluator.evaluate.Evaluator method) add_forbidden_clause() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) add_hyperparameter() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) add_node() (deephyper.nas.space.nx_search_space.NxSearchSpace method) (deephyper.nas.space.NxSearchSpace method), [1] add_op() (deephyper.nas.space.node.MimeNode method) (deephyper.nas.space.node.VariableNode method) add_starting_point() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) add_subparser() (in module deephyper.core.cli.balsam_submit) (in module deephyper.core.cli.hps) (in module deephyper.core.cli.nas) (in module deephyper.core.cli.new_problem) (in module deephyper.core.cli.start_project) (in module deephyper.core.plot.hps) (in module deephyper.core.plot.multi) (in module deephyper.core.plot.post_train) (in module deephyper.core.plot.single)

AddByPadding (class in deephyper.nas.space.op.merge), [1] AddByProjecting (class in deephyper.nas.space.op.merge) AMBNeuralArchitectureSearch (class in deephyper.search.nas.ambs), [1], [2] AMBS (class in deephyper.search.hps.ambs), [1], [2] ask() (deephyper.search.hps.optimizer.Optimizer method) (deephyper.search.hps.optimizer.optimizer.Optimizer method) (deephyper.search.nas.optimizer.Optimizer method) (deephyper.search.nas.optimizer.optimizer.Optimizer method) ask_initial() (deephyper.search.hps.optimizer.Optimizer method) (deephyper.search.hps.optimizer.optimizer.Optimizer method) (deephyper.search.nas.optimizer.Optimizer method) (deephyper.search.nas.optimizer.optimizer.Optimizer method) augment() (deephyper.benchmark.NaProblem method) (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) AutoKSearchSpace (class in deephyper.nas.space), [1], [2], [3] (class in deephyper.nas.space.auto_keras_search_space) AvgPool2D (class in deephyper.nas.space.op.cnn) await_evals() (deephyper.evaluator.evaluate.Evaluator method)

B

BalsamEvaluator (class in deephyper.evaluator._balsam) balsamjob_spec() (in module deephyper.benchmark) (in module deephyper.benchmark.util) banner() (in module deephyper.search.util) BaseClassifierPipeline (class in deephyper.baseline) (class in deephyper.baseline.classifier), [1] BasePipeline (class in deephyper.baseline) (class in deephyper.baseline.base) BaseProblem (class in deephyper.problem) (class in deephyper.problem.base)

BaseRegressorPipeline (class in deephyper.baseline) (class in deephyper.baseline.regressor), [1] bootstrap_apps() (in module deephyper.core.cli.balsam_submit) build() (deephyper.nas.space.SpaceFactory class method), [1] build_search_space() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method)

C

call() (deephyper.layers.padding.Padding method) cancel() (deephyper.evaluator._ray_evaluator.RayFuture method) cancelled() (deephyper.evaluator._ray_evaluator.RayEvaluator.WaitResult property) (deephyper.evaluator._ray_evaluator.RayFuture property) check_configuration() (deephyper.problem.base.BaseProblem method) (deephyper.problem.BaseProblem method) check_hyperparameter() (in module deephyper.problem.base) check_objective() (deephyper.benchmark.NaProblem method) (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) check_op_list() (deephyper.nas.space.SpaceFactory method), [1] Comm (class in deephyper.core.cli.mpi4py_mock) comm (deephyper.search.mpi.MPIManager attribute) (deephyper.search.mpi.MPIWorker attribute) COMM_WORLD (deephyper.core.cli.mpi4py_mock.MPI attribute) compute_objective() (in module deephyper.nas.run.util) compute_output_shape() (deephyper.layers.padding.Padding method) Concatenate (class in deephyper.nas.space.op.merge), [1] conf_logger() (in module deephyper.search.util) Connect (class in deephyper.nas.space.op.connect)

connect() (deephyper.nas.space.nx_search_space.NxSearchSpace method) (deephyper.nas.space.NxSearchSpace method), [1] ConstantNode (class in deephyper.nas.space.node), [1], [2] Conv1D (class in deephyper.nas.space.op.op1d), [1] Conv2D (class in deephyper.nas.space.op.cnn) convert2np() (in module deephyper.search.hps.optimizer.optimizer) (in module deephyper.search.nas.optimizer.optimizer) convert_for_csv() (deephyper.evaluator.evaluate.Evaluator method) copy_mutate_arch() (deephyper.search.nas.regevo.RegularizedEvolution method), [1], [2] counter() (deephyper.evaluator.evaluate.Evaluator property) create() (deephyper.evaluator.evaluate.Evaluator static method) create_model() (deephyper.nas.space.auto_keras_search_space.AutoKSearchSpace method) (deephyper.nas.space.AutoKSearchSpace method), [1], [2], [3] (deephyper.nas.space.keras_search_space.KSearchSpace method) (deephyper.nas.space.KSearchSpace method), [1], [2], [3] create_parser() (in module deephyper.core.cli.cli) create_tensor() (deephyper.nas.space.node.Node method) (deephyper.nas.space.node.OperationNode method) create_tensor_aux() (deephyper.nas.space.nx_search_space.NxSearchSpace method) (deephyper.nas.space.NxSearchSpace method), [1]

D

decode() (deephyper.evaluator.evaluate.Evaluator method) (deephyper.search.hps.optimizer.ga_optimizer.SpaceEncoder method) (deephyper.search.nas.optimizer.ga_optimizer.SpaceEncoder method) decode_point() (deephyper.search.hps.optimizer.ga_optimizer.SpaceEncoder method) (deephyper.search.nas.optimizer.ga_optimizer.SpaceEncoder method) deephyper module, [1] deephyper.baseline module, [1] deephyper.baseline.base module deephyper.baseline.classifier module deephyper.baseline.regressor module deephyper.benchmark module, [1] deephyper.benchmark.benchmark_functions module deephyper.benchmark.benchmark_functions_wrappers module deephyper.benchmark.hps module, [1], [2] deephyper.benchmark.hps.autosklearn1 module deephyper.benchmark.hps.autosklearn1.run_breast_cancer module deephyper.benchmark.hps.autosklearn1.run_digits module deephyper.benchmark.hps.autosklearn1.run_iris module deephyper.benchmark.hps.mnistmlp module deephyper.benchmark.hps.mnistmlp.load_data module deephyper.benchmark.hps.mnistmlp.mnist_mlp module deephyper.benchmark.hps.mnistmlp.problem module deephyper.benchmark.hps.polynome2 module deephyper.benchmark.hps.polynome2.problem module deephyper.benchmark.nas module, [1], [2] deephyper.benchmark.nas.nasbench101 module, [1] deephyper.benchmark.nas.ptb module deephyper.benchmark.nas.ptb.load_data module deephyper.benchmark.nas.ptb.problem module deephyper.benchmark.problem module deephyper.benchmark.util module deephyper.contrib module deephyper.contrib.callbacks module deephyper.contrib.callbacks.stop_if_unfeasible module deephyper.contrib.perf module deephyper.contrib.perf.theta module deephyper.contrib.quick_plot module deephyper.core module deephyper.core.cli module deephyper.core.cli.balsam_submit module deephyper.core.cli.cli module deephyper.core.cli.hps module deephyper.core.cli.mpi4py_mock module deephyper.core.cli.nas module deephyper.core.cli.new_problem module deephyper.core.cli.start_project module deephyper.core.exceptions module deephyper.core.exceptions.loading module deephyper.core.exceptions.nas module deephyper.core.exceptions.nas.space module deephyper.core.exceptions.problem module deephyper.core.parser module deephyper.core.plot module deephyper.core.plot.hps module, [1] deephyper.core.plot.jn_loader module deephyper.core.plot.multi module, [1] deephyper.core.plot.post_train module deephyper.core.plot.single module, [1] deephyper.evaluator module, [1] deephyper.evaluator._ray_evaluator module deephyper.evaluator.evaluate module deephyper.evaluator.runner module deephyper.layers module, [1] deephyper.layers.padding module deephyper.nas.preprocessing module

deephyper.nas.run module deephyper.nas.run.alpha module deephyper.nas.run.quick module deephyper.nas.run.random module deephyper.nas.run.repeat module deephyper.nas.run.util module deephyper.nas.space module, [1] deephyper.nas.space.auto_keras_search_space module deephyper.nas.space.keras_search_space module deephyper.nas.space.node module deephyper.nas.space.nx_search_space module deephyper.nas.space.op module, [1] deephyper.nas.space.op.basic module deephyper.nas.space.op.cnn module deephyper.nas.space.op.connect module deephyper.nas.space.op.merge module deephyper.nas.space.op.op1d module deephyper.nas.trainer module deephyper.nas.trainer.train_valid module deephyper.post module deephyper.post.pipeline module deephyper.post.train module, [1], [2] deephyper.problem module deephyper.problem.base module deephyper.problem.hyperparameter module deephyper.problem.neuralarchitecture module deephyper.search module, [1] deephyper.search.hps module deephyper.search.hps.ambs module, [1], [2] deephyper.search.hps.automl module, [1] deephyper.search.hps.automl.classifier module, [1] deephyper.search.hps.automl.classifier.autosklearn1 module, [1] deephyper.search.hps.automl.classifier.autosklearn1.problem module deephyper.search.hps.automl.classifier.autosklearn1.run module deephyper.search.hps.automl.classifier.mapping module deephyper.search.hps.ga module, [1], [2] deephyper.search.hps.optimizer module deephyper.search.hps.optimizer.ga_optimizer module deephyper.search.hps.optimizer.optimizer module deephyper.search.mpi module deephyper.search.nas module deephyper.search.nas.ambs module deephyper.search.nas.optimizer module deephyper.search.nas.optimizer.ga_optimizer module deephyper.search.nas.optimizer.optimizer module deephyper.search.nas.random module deephyper.search.nas.regevo module deephyper.search.search module deephyper.search.util module DeephyperError DeephyperRuntimeError default() (deephyper.benchmark.JSONEncoder method) (deephyper.benchmark.util.JSONEncoder method) (deephyper.evaluator.Encoder method) (deephyper.evaluator.evaluate.Encoder method) DelayTimer (class in deephyper.search.util) denormalize() (deephyper.nas.space.node.VariableNode method), [1], [2] (deephyper.nas.space.nx_search_space.NxSearchSpace method) (deephyper.nas.space.NxSearchSpace method), [1] Dense (class in deephyper.nas.space.op.op1d), [1] depth() (deephyper.nas.space.keras_search_space.KSearchSpace property) (deephyper.nas.space.KSearchSpace property), [1] dict_to_xy() (deephyper.search.hps.optimizer.Optimizer method) (deephyper.search.hps.optimizer.optimizer.Optimizer method) (deephyper.search.nas.optimizer.Optimizer method) (deephyper.search.nas.optimizer.optimizer.Optimizer method) diff() (in module deephyper.search.hps.optimizer.optimizer) (in module deephyper.search.nas.optimizer.optimizer) dixonprice() (in module deephyper.benchmark.benchmark_functions) dixonprice_() (in module deephyper.benchmark.benchmark_functions_wrappers) done() (deephyper.evaluator._ray_evaluator.RayEvaluator.WaitResult property) (deephyper.evaluator._ray_evaluator.RayFuture property) draw_graphviz() (deephyper.nas.space.nx_search_space.NxSearchSpace method) (deephyper.nas.space.NxSearchSpace method), [1] Dropout (class in deephyper.nas.space.op.op1d), [1] dump_evals() (deephyper.evaluator.evaluate.Evaluator method)

E

edit() (deephyper.core.plot.jn_loader.NbEdit method) ellipse() (in module deephyper.benchmark.benchmark_functions) encode() (deephyper.evaluator.evaluate.Evaluator method) (deephyper.search.hps.optimizer.ga_optimizer.SpaceEncoder method) (deephyper.search.nas.optimizer.ga_optimizer.SpaceEncoder method) encode_space() (deephyper.search.hps.optimizer.ga_optimizer.SpaceEncoder method) (deephyper.search.nas.optimizer.ga_optimizer.SpaceEncoder method) Encoder (class in deephyper.evaluator) (class in deephyper.evaluator.evaluate) end() (deephyper.benchmark.util.Timer method) (deephyper.search.util.Timer method) equal_list() (in module deephyper.search.hps.optimizer.optimizer) (in module deephyper.search.nas.optimizer.optimizer)

equals() (in module deephyper.search.hps.optimizer.optimizer) (in module deephyper.search.nas.optimizer.optimizer) evaluate() (deephyper.baseline.base.BasePipeline method) (deephyper.baseline.BaseClassifierPipeline method) (deephyper.baseline.BasePipeline method) (deephyper.baseline.BaseRegressorPipeline method) (deephyper.baseline.classifier.BaseClassifierPipeline method) (deephyper.baseline.regressor.BaseRegressorPipeline method) (deephyper.nas.trainer.train_valid.TrainerTrainValid method), [1], [2] evaluate_fitnesses() (deephyper.search.hps.ga.GA method) Evaluator (class in deephyper.evaluator.evaluate), [1] evaluator (deephyper.search.mpi.MPIWorker attribute) execute() (deephyper.core.plot.jn_loader.NbEdit method) extension_from_parameters() (in module deephyper.benchmark.util)

F

FAIL_RETURN_VALUE (deephyper.evaluator._ray_evaluator.RayFuture attribute) (deephyper.evaluator.evaluate.Evaluator attribute) failed() (deephyper.evaluator._ray_evaluator.RayEvaluator.WaitResult property) (deephyper.evaluator._ray_evaluator.RayFuture property)

filter_parameters() (in module deephyper.problem) Flatten (class in deephyper.nas.space.op.op1d), [1]

G

GA (class in deephyper.search.hps.ga), [1], [2] GAOptimizer (class in deephyper.search.hps.optimizer) (class in deephyper.search.hps.optimizer.ga_optimizer) (class in deephyper.search.nas.optimizer) (class in deephyper.search.nas.optimizer.ga_optimizer) gen_random_batch() (deephyper.search.nas.regevo.RegularizedEvolution method) generic_loader() (in module deephyper.search.util) GenericLoaderError get_config() (deephyper.layers.padding.Padding method) get_finished_evals() (deephyper.evaluator.evaluate.Evaluator method) get_keras_model() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method)

get_op() (deephyper.nas.space.node.VariableNode method) get_output_nodes() (deephyper.nas.space.nx_search_space.NxSearchSpace method) (deephyper.nas.space.NxSearchSpace method), [1] get_parser() (deephyper.search.Search class method) (deephyper.search.search.Search class method) get_random_batch() (deephyper.search.hps.ambs.AMBS method) Get_rank() (deephyper.core.cli.mpi4py_mock.Comm method) get_search_space() (in module deephyper.nas.run.util) get_session_conf() (in module deephyper.contrib.perf.theta) get_surrogate_model() (deephyper.search.hps.ambs.AMBS method), [1], [2] griewank() (in module deephyper.benchmark.benchmark_functions) griewank_() (in module deephyper.benchmark.benchmark_functions_wrappers)

H

HpProblem (class in deephyper.benchmark) (class in deephyper.benchmark.problem), [1] (class in deephyper.problem) (class in deephyper.problem.hyperparameter)

hps_analytics() (in module deephyper.core.plot.hps) hyperparameters() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method)

I

id() (deephyper.nas.space.node.Node property) Identity (class in deephyper.nas.space.op.op1d), [1] init() (deephyper.nas.space.op.basic.Operation method) (deephyper.nas.space.op.connect.Connect method) (deephyper.nas.space.op.merge.AddByPadding method) (deephyper.nas.space.op.merge.AddByProjecting method) (deephyper.nas.space.op.merge.Concatenate method)

init_history() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) InputShapeOfWrongType isnan() (in module deephyper.search.hps.ambs), [1], [2] (in module deephyper.search.hps.optimizer.optimizer) (in module deephyper.search.nas.optimizer.optimizer)

J

JSONEncoder (class in deephyper.benchmark) (class in deephyper.benchmark.util)

K

KERAS_BACKEND (deephyper.evaluator.evaluate.Evaluator attribute) KSearchSpace (class in deephyper.nas.space), [1], [2], [3] (class in deephyper.nas.space.keras_search_space)

kwargs (deephyper.search.mpi.MPIManager attribute)

L

levy() (in module deephyper.benchmark.benchmark_functions) levy_() (in module deephyper.benchmark.benchmark_functions_wrappers) linear_() (in module deephyper.benchmark.benchmark_functions_wrappers) load_attr_from() (in module deephyper.search.util) load_config() (in module deephyper.nas.run.util) load_data() (deephyper.baseline.base.BasePipeline method) (deephyper.baseline.BasePipeline method) (deephyper.benchmark.NaProblem method) (deephyper.nas.trainer.train_valid.TrainerTrainValid method) (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) (in module deephyper.benchmark.hps.autosklearn1.run_breast_cancer) (in module deephyper.benchmark.hps.autosklearn1.run_digits) (in module deephyper.benchmark.hps.autosklearn1.run_iris) (in module deephyper.benchmark.hps.mnistmlp.load_data) (in module deephyper.benchmark.nas.ptb.load_data)

load_data_generator() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) load_data_ndarray() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) load_from_file() (in module deephyper.search.util) load_meta_data() (in module deephyper.benchmark.util) load_module() (in module deephyper.evaluator.runner) longest_path() (deephyper.nas.space.keras_search_space.KSearchSpace property) (deephyper.nas.space.KSearchSpace property), [1] loss() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method)

M

main() (deephyper.post.train.Manager method) (deephyper.search.hps.ambs.AMBS method) (deephyper.search.hps.ga.GA method) (deephyper.search.nas.ambs.AMBNeuralArchitectureSearch method) (deephyper.search.nas.random.Random method) (deephyper.search.nas.regevo.RegularizedEvolution method) (deephyper.search.Search method) (deephyper.search.search.Search method) (in module deephyper.core.cli.balsam_submit) (in module deephyper.core.cli.cli) (in module deephyper.core.cli.hps) (in module deephyper.core.cli.nas) (in module deephyper.core.cli.new_problem) (in module deephyper.core.cli.start_project) (in module deephyper.core.plot.hps) (in module deephyper.core.plot.multi) (in module deephyper.core.plot.post_train) (in module deephyper.core.plot.single) Manager (class in deephyper.post.train) max_num_ops() (deephyper.nas.space.nx_search_space.NxSearchSpace property) (deephyper.nas.space.NxSearchSpace property), [1] MaxPool2D (class in deephyper.nas.space.op.cnn) MaxPooling1D (class in deephyper.nas.space.op.op1d), [1] metrics() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) michalewicz() (in module deephyper.benchmark.benchmark_functions) mime_nodes() (deephyper.nas.space.nx_search_space.NxSearchSpace property) (deephyper.nas.space.NxSearchSpace property), [1] MimeNode (class in deephyper.nas.space.node), [1], [2] MirrorNode (class in deephyper.nas.space.node), [1], [2] model_compile() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) module deephyper, [1] deephyper.baseline, [1] deephyper.baseline.base deephyper.baseline.classifier deephyper.baseline.regressor deephyper.benchmark, [1] deephyper.benchmark.benchmark_functions deephyper.benchmark.benchmark_functions_wrappers deephyper.benchmark.hps, [1], [2] deephyper.benchmark.hps.autosklearn1 deephyper.benchmark.hps.autosklearn1.run_breast_cancer deephyper.benchmark.hps.autosklearn1.run_digits deephyper.benchmark.hps.autosklearn1.run_iris deephyper.benchmark.hps.mnistmlp deephyper.benchmark.hps.mnistmlp.load_data deephyper.benchmark.hps.mnistmlp.mnist_mlp deephyper.benchmark.hps.mnistmlp.problem deephyper.benchmark.hps.polynome2 deephyper.benchmark.hps.polynome2.problem deephyper.benchmark.nas, [1], [2] deephyper.benchmark.nas.nasbench101, [1] deephyper.benchmark.nas.ptb deephyper.benchmark.nas.ptb.load_data deephyper.benchmark.nas.ptb.problem deephyper.benchmark.problem deephyper.benchmark.util deephyper.contrib deephyper.contrib.callbacks deephyper.contrib.callbacks.stop_if_unfeasible deephyper.contrib.perf deephyper.contrib.perf.theta deephyper.contrib.quick_plot deephyper.core deephyper.core.cli deephyper.core.cli.balsam_submit deephyper.core.cli.cli deephyper.core.cli.hps deephyper.core.cli.mpi4py_mock deephyper.core.cli.nas deephyper.core.cli.new_problem deephyper.core.cli.start_project deephyper.core.exceptions deephyper.core.exceptions.loading deephyper.core.exceptions.nas deephyper.core.exceptions.nas.space deephyper.core.exceptions.problem deephyper.core.parser deephyper.core.plot deephyper.core.plot.hps, [1] deephyper.core.plot.jn_loader deephyper.core.plot.multi, [1] deephyper.core.plot.post_train deephyper.core.plot.single, [1] deephyper.evaluator, [1] deephyper.evaluator._ray_evaluator deephyper.evaluator.evaluate deephyper.evaluator.runner deephyper.layers, [1] deephyper.layers.padding deephyper.nas.preprocessing deephyper.nas.run deephyper.nas.run.alpha deephyper.nas.run.quick deephyper.nas.run.random deephyper.nas.run.repeat deephyper.nas.run.util deephyper.nas.space, [1] deephyper.nas.space.auto_keras_search_space deephyper.nas.space.keras_search_space deephyper.nas.space.node deephyper.nas.space.nx_search_space deephyper.nas.space.op, [1] deephyper.nas.space.op.basic deephyper.nas.space.op.cnn deephyper.nas.space.op.connect deephyper.nas.space.op.merge deephyper.nas.space.op.op1d deephyper.nas.trainer deephyper.nas.trainer.train_valid deephyper.post deephyper.post.pipeline deephyper.post.train, [1], [2] deephyper.problem deephyper.problem.base deephyper.problem.hyperparameter deephyper.problem.neuralarchitecture deephyper.search, [1] deephyper.search.hps deephyper.search.hps.ambs, [1], [2] deephyper.search.hps.automl, [1] deephyper.search.hps.automl.classifier, [1] deephyper.search.hps.automl.classifier.autosklearn1, [1] deephyper.search.hps.automl.classifier.autosklearn1.problem deephyper.search.hps.automl.classifier.autosklearn1.run deephyper.search.hps.automl.classifier.mapping deephyper.search.hps.ga, [1], [2] deephyper.search.hps.optimizer deephyper.search.hps.optimizer.ga_optimizer deephyper.search.hps.optimizer.optimizer deephyper.search.mpi deephyper.search.nas deephyper.search.nas.ambs deephyper.search.nas.optimizer deephyper.search.nas.optimizer.ga_optimizer deephyper.search.nas.optimizer.optimizer deephyper.search.nas.random deephyper.search.nas.regevo deephyper.search.search deephyper.search.util

module_location() (in module deephyper.problem.neuralarchitecture) MPI (class in deephyper.core.cli.mpi4py_mock) MPIManager (class in deephyper.search.mpi) MPIWorker (class in deephyper.search.mpi) multi_analytics() (in module deephyper.core.plot.multi)

N

Namespace (class in deephyper.post.train) (class in deephyper.search.search) NaProblem (class in deephyper.benchmark) (class in deephyper.benchmark.problem), [1] (class in deephyper.problem) (class in deephyper.problem.neuralarchitecture) NaProblemError NASError NbEdit (class in deephyper.core.plot.jn_loader) nesterov() (in module deephyper.benchmark.benchmark_functions) Node (class in deephyper.nas.space.node), [1], [2]

NodeAlreadyAdded nodes() (deephyper.nas.space.nx_search_space.NxSearchSpace property) (deephyper.nas.space.NxSearchSpace property), [1] num (deephyper.nas.space.node.Node attribute) num_free_workers() (deephyper.evaluator.evaluate.Evaluator method) num_nodes() (deephyper.nas.space.nx_search_space.NxSearchSpace property) (deephyper.nas.space.NxSearchSpace property), [1] num_ops() (deephyper.nas.space.node.MimeNode property) (deephyper.nas.space.node.VariableNode property) numpy_dict_cache() (in module deephyper.benchmark.util) NxSearchSpace (class in deephyper.nas.space), [1] (class in deephyper.nas.space.nx_search_space)

O

objective() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) on_batch_begin() (deephyper.contrib.callbacks.stop_if_unfeasible.StopIfUnfeasible method) on_batch_end() (deephyper.contrib.callbacks.stop_if_unfeasible.StopIfUnfeasible method) on_exit() (in module deephyper.search.hps.ambs) (in module deephyper.search.hps.ga) (in module deephyper.search.nas.ambs) op() (deephyper.nas.space.node.ConstantNode property) (deephyper.nas.space.node.MimeNode property) (deephyper.nas.space.node.MirrorNode property) (deephyper.nas.space.node.Node property) (deephyper.nas.space.node.VariableNode property)

Operation (class in deephyper.nas.space.op.basic), [1] OperationNode (class in deephyper.nas.space.node) ops() (deephyper.nas.space.node.MimeNode property) (deephyper.nas.space.node.VariableNode property) Optimizer (class in deephyper.search.hps.optimizer) (class in deephyper.search.hps.optimizer.optimizer) (class in deephyper.search.nas.optimizer) (class in deephyper.search.nas.optimizer.optimizer)

P

Padding (class in deephyper.layers.padding), [1] parse_args() (deephyper.post.train.Manager class method) (deephyper.search.mpi.MPIManager static method) (deephyper.search.Search class method) (deephyper.search.search.Search class method) perm() (in module deephyper.benchmark.benchmark_functions) plot_model() (deephyper.nas.space.SpaceFactory method), [1] plot_space() (deephyper.nas.space.SpaceFactory method), [1] polynome_2() (in module deephyper.benchmark.benchmark_functions_wrappers) post_train_analytics() (in module deephyper.core.plot.post_train) post_training() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) powell() (in module deephyper.benchmark.benchmark_functions) powersum() (in module deephyper.benchmark.benchmark_functions)

pre_submit() (in module deephyper.core.cli.balsam_submit) predict() (deephyper.nas.trainer.train_valid.TrainerTrainValid method), [1], [2] preproc_trainer() (in module deephyper.nas.run.util) preprocess_data() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) preprocessing() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) pretty_time() (deephyper.search.util.DelayTimer method) Problem (class in deephyper.benchmark.nas.ptb.problem) (class in deephyper.problem.neuralarchitecture) problem (deephyper.search.mpi.MPIWorker attribute) ProblemLoadDataIsNotCallable ProblemPreprocessingIsNotCallable ProcessPoolEvaluator (class in deephyper.evaluator._processPool) PYTHON_EXE (deephyper.evaluator.evaluate.Evaluator attribute)

Q

quick_plot() (in module deephyper.contrib.quick_plot)

R

Random (class in deephyper.search.nas.random), [1], [2] random() (in module deephyper.search.nas.random) random_search_space() (deephyper.search.nas.regevo.RegularizedEvolution method) rank (deephyper.search.mpi.MPIWorker attribute) rastrigin() (in module deephyper.benchmark.benchmark_functions) RayEvaluator (class in deephyper.evaluator._ray_evaluator), [1] RayEvaluator.WaitResult (class in deephyper.evaluator._ray_evaluator) RayFuture (class in deephyper.evaluator._ray_evaluator) record_generation() (deephyper.search.hps.optimizer.ga_optimizer.GAOptimizer method) (deephyper.search.hps.optimizer.GAOptimizer method) (deephyper.search.nas.optimizer.ga_optimizer.GAOptimizer method) (deephyper.search.nas.optimizer.GAOptimizer method) RegularizedEvolution (class in deephyper.search.nas.regevo), [1], [2] render_files() (in module deephyper.core.cli.new_problem) replace_nan() (in module deephyper.search.hps.ambs) result() (deephyper.evaluator._ray_evaluator.RayFuture method)

resume_from_disk() (in module deephyper.benchmark.util) roscenbrock() (in module deephyper.benchmark.benchmark_functions) run() (deephyper.baseline.base.BasePipeline method) (deephyper.baseline.BasePipeline method) (deephyper.search.mpi.MPIManager method) (deephyper.search.mpi.MPIWorker method) (in module deephyper.benchmark.hps.autosklearn1.run_breast_cancer) (in module deephyper.benchmark.hps.autosklearn1.run_digits) (in module deephyper.benchmark.hps.autosklearn1.run_iris) (in module deephyper.benchmark.hps.mnistmlp.mnist_mlp) (in module deephyper.benchmark.hps.polynome2.problem) (in module deephyper.nas.run.alpha), [1], [2], [3] (in module deephyper.nas.run.quick) (in module deephyper.nas.run.random) (in module deephyper.nas.run.repeat) (in module deephyper.search.hps.automl.classifier.autosklearn1.run) run_func (deephyper.search.mpi.MPIWorker attribute)

S

saddle() (in module deephyper.benchmark.benchmark_functions) saddle_() (in module deephyper.benchmark.benchmark_functions_wrappers) save_meta_data() (in module deephyper.benchmark.util) schwefel() (in module deephyper.benchmark.benchmark_functions) Search (class in deephyper.search) (class in deephyper.search.search), [1] search (deephyper.search.mpi.MPIManager attribute) search_space() (deephyper.benchmark.NaProblem method) (deephyper.benchmark.problem.NaProblem method), [1] (deephyper.problem.NaProblem method) (deephyper.problem.neuralarchitecture.NaProblem method) SearchSpaceBuilderIsNotCallable SearchSpaceBuilderMissingDefaultParameter SearchSpaceBuilderMissingParameter SEED (deephyper.search.hps.optimizer.Optimizer attribute) (deephyper.search.hps.optimizer.optimizer.Optimizer attribute) (deephyper.search.nas.optimizer.Optimizer attribute) (deephyper.search.nas.optimizer.optimizer.Optimizer attribute) select_parent() (deephyper.search.nas.regevo.RegularizedEvolution method) SeparableConv2D (class in deephyper.nas.space.op.cnn) set_dataset_train() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) set_dataset_valid() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) set_op() (deephyper.nas.space.node.ConstantNode method) (deephyper.nas.space.node.MimeNode method) (deephyper.nas.space.node.VariableNode method) set_ops() (deephyper.nas.space.keras_search_space.KSearchSpace method) (deephyper.nas.space.KSearchSpace method), [1], [2], [3] set_output_node() (deephyper.nas.space.auto_keras_search_space.AutoKSearchSpace method) (deephyper.nas.space.AutoKSearchSpace method), [1], [2], [3] (deephyper.nas.space.keras_search_space.KSearchSpace method) (deephyper.nas.space.KSearchSpace method), [1], [2], [3] set_params() (deephyper.contrib.callbacks.stop_if_unfeasible.StopIfUnfeasible method) set_perf_settings_for_keras() (in module deephyper.contrib.perf.theta)

setkernel() (deephyper.core.plot.jn_loader.NbEdit method) setup_ambs() (in module deephyper.core.cli.balsam_submit) setup_data() (in module deephyper.nas.run.util) setup_losses_and_metrics() (deephyper.nas.trainer.train_valid.TrainerTrainValid method) setup_nas() (in module deephyper.core.cli.balsam_submit) setup_search_space() (in module deephyper.nas.run.util) single_analytics() (in module deephyper.core.plot.single) size (deephyper.core.cli.mpi4py_mock.Comm attribute) size() (deephyper.nas.space.nx_search_space.NxSearchSpace property) (deephyper.nas.space.NxSearchSpace property), [1] space() (deephyper.benchmark.NaProblem property) (deephyper.problem.base.BaseProblem property) (deephyper.problem.BaseProblem property) (deephyper.problem.NaProblem property) (deephyper.problem.neuralarchitecture.NaProblem property) (deephyper.problem.neuralarchitecture.Problem property) SpaceDimNameOfWrongType SpaceEncoder (class in deephyper.search.hps.optimizer.ga_optimizer) (class in deephyper.search.nas.optimizer.ga_optimizer) SpaceFactory (class in deephyper.nas.space), [1] sphere() (in module deephyper.benchmark.benchmark_functions) stage_in() (in module deephyper.benchmark.util) start() (deephyper.benchmark.util.Timer method) (deephyper.search.util.Timer method) starting_point() (deephyper.problem.base.BaseProblem property) (deephyper.problem.BaseProblem property) starting_point_asdict() (deephyper.problem.base.BaseProblem property) (deephyper.problem.BaseProblem property) StopIfUnfeasible (class in deephyper.contrib.callbacks.stop_if_unfeasible) str2bool() (in module deephyper.benchmark.util) StructureHasACycle submit_qlaunch() (in module deephyper.core.cli.balsam_submit) SubprocessEvaluator (class in deephyper.evaluator._subprocess) sum2() (in module deephyper.benchmark.benchmark_functions)

T

tell() (deephyper.search.hps.optimizer.Optimizer method) (deephyper.search.hps.optimizer.optimizer.Optimizer method) (deephyper.search.nas.optimizer.Optimizer method) (deephyper.search.nas.optimizer.optimizer.Optimizer method) Tensor (class in deephyper.nas.space.op.basic) test() (deephyper.nas.space.SpaceFactory method), [1] test_base_problem() (in module deephyper.problem.base) ThreadPoolEvaluator (class in deephyper.evaluator._threadPool) Timer (class in deephyper.benchmark.util) (class in deephyper.search.util)

to_dict() (deephyper.search.hps.ambs.AMBS method) (deephyper.search.hps.optimizer.Optimizer method) (deephyper.search.hps.optimizer.optimizer.Optimizer method) (deephyper.search.nas.optimizer.Optimizer method) (deephyper.search.nas.optimizer.optimizer.Optimizer method) to_encodable() (in module deephyper.benchmark) (in module deephyper.benchmark.util) train() (deephyper.nas.trainer.train_valid.TrainerTrainValid method), [1], [2] (in module deephyper.post.pipeline) TrainerTrainValid (class in deephyper.nas.trainer.train_valid), [1], [2] trid() (in module deephyper.benchmark.benchmark_functions)

U

uniform() (in module deephyper.search.hps.optimizer.ga_optimizer) (in module deephyper.search.nas.optimizer.ga_optimizer)

V

validate() (in module deephyper.core.cli.balsam_submit) variable_nodes() (deephyper.nas.space.nx_search_space.NxSearchSpace property) (deephyper.nas.space.NxSearchSpace property), [1]

VariableNode (class in deephyper.nas.space.node), [1], [2] verify_operation() (deephyper.nas.space.node.Node static method)

W

wait() (deephyper.evaluator._ray_evaluator.RayEvaluator method) (deephyper.evaluator.evaluate.Evaluator method) write() (deephyper.core.plot.jn_loader.NbEdit method)

WrongOutputShape WrongProblemObjective WrongSequenceToSetOperations

Z

zakharov() (in module deephyper.benchmark.benchmark_functions)

Zero (class in deephyper.nas.space.op.basic)