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Get Started
Installations
Local
ThetaKNL (ALCF)
ThetaGPU (ALCF)
Cooley (ALCF)
Tutorials
Colab
1. DeepHyper 101
2. Hyperparameter search for classification with Tabular data (Keras)
3. Hyperparameter Search to reduce overfitting in Machine Learning (Scikit-Learn)
4. Automated Machine Learning with Scikit-Learn
5. Neural Architecture Search (Basic)
Notebooks
1. Hyperparameter search for text classification (Pytorch)
2. Neural Architecture Search with Multiple Input Tensors
3. From Neural Architecture Search to Automated Deep Ensemble with Uncertainty Quantification
Scripts
1. Tuning of MPI Programs
2. Introduction to Asynchronous Distributed Bayesian Optimization (DBO)
3. Understanding the pros and cons of Evaluator parallel backends
Argonne LCF
1. Execution on the Theta supercomputer
2. Execution on the ThetaGPU supercomputer (with Ray)
3. Execution on the ThetaGPU supercomputer (with MPI)
4. Execution on the ThetaGPU supercomputer (within a Jupyter notebook)
Examples
From Serial to Parallel Evaluations
Notify Failures in Hyperparameter optimization
Transfer Learning for Hyperparameter Search
Profile the Worker Utilization
F.A.Q.
Publications
Authors
API Reference
Core
deephyper.core.analytics
deephyper.core.analytics.DBManager
deephyper.core.analytics.Query
deephyper.core.analytics.dashboard
deephyper.core.cli
deephyper.core.exceptions
deephyper.core.exceptions.DeephyperError
deephyper.core.exceptions.DeephyperRuntimeError
deephyper.core.exceptions.RunFunctionError
deephyper.core.exceptions.SearchTerminationError
deephyper.core.exceptions.loading
deephyper.core.exceptions.loading.DeephyperError
deephyper.core.exceptions.loading.GenericLoaderError
deephyper.core.exceptions.nas
deephyper.core.exceptions.nas.DeephyperError
deephyper.core.exceptions.nas.NASError
deephyper.core.exceptions.nas.space
deephyper.core.exceptions.problem
deephyper.core.exceptions.problem.DeephyperError
deephyper.core.exceptions.problem.NaProblemError
deephyper.core.exceptions.problem.ProblemLoadDataIsNotCallable
deephyper.core.exceptions.problem.ProblemPreprocessingIsNotCallable
deephyper.core.exceptions.problem.SearchSpaceBuilderIsNotCallable
deephyper.core.exceptions.problem.SearchSpaceBuilderMissingDefaultParameter
deephyper.core.exceptions.problem.SearchSpaceBuilderMissingParameter
deephyper.core.exceptions.problem.SpaceDimNameOfWrongType
deephyper.core.exceptions.problem.WrongProblemObjective
deephyper.core.parser
deephyper.core.parser.add_arguments_from_signature
deephyper.core.parser.signature
deephyper.core.parser.str2bool
deephyper.core.utils
deephyper.core.utils.load_attr
Ensemble
deephyper.ensemble.BaggingEnsembleClassifier
deephyper.ensemble.BaggingEnsembleRegressor
deephyper.ensemble.BaseEnsemble
deephyper.ensemble.UQBaggingEnsembleClassifier
deephyper.ensemble.UQBaggingEnsembleRegressor
Evaluator
deephyper.evaluator.parse_subprocess_result
deephyper.evaluator.profile
deephyper.evaluator.queued
deephyper.evaluator.to_json
deephyper.evaluator.Evaluator
deephyper.evaluator.Job
deephyper.evaluator.MPICommEvaluator
deephyper.evaluator.MPIPoolEvaluator
deephyper.evaluator.ProcessPoolEvaluator
deephyper.evaluator.RayEvaluator
deephyper.evaluator.SerialEvaluator
deephyper.evaluator.SubprocessEvaluator
deephyper.evaluator.ThreadPoolEvaluator
deephyper.evaluator.callback
deephyper.evaluator.callback.Callback
deephyper.evaluator.callback.LoggerCallback
deephyper.evaluator.callback.ProfilingCallback
deephyper.evaluator.callback.SearchEarlyStopping
deephyper.evaluator.callback.TqdmCallback
Keras
deephyper.keras.callbacks
deephyper.keras.callbacks.import_callback
deephyper.keras.callbacks.CSVExtendedLogger
deephyper.keras.callbacks.LearningRateScheduleCallback
deephyper.keras.callbacks.LearningRateWarmupCallback
deephyper.keras.callbacks.StopIfUnfeasible
deephyper.keras.callbacks.TimeStopping
deephyper.keras.callbacks.csv_extended_logger
deephyper.keras.callbacks.csv_extended_logger.CSVExtendedLogger
deephyper.keras.callbacks.learning_rate_warmup
deephyper.keras.callbacks.learning_rate_warmup.LearningRateScheduleCallback
deephyper.keras.callbacks.learning_rate_warmup.LearningRateWarmupCallback
deephyper.keras.callbacks.stop_if_unfeasible
deephyper.keras.callbacks.stop_if_unfeasible.StopIfUnfeasible
deephyper.keras.callbacks.stop_on_timeout
deephyper.keras.callbacks.stop_on_timeout.TerminateOnTimeOut
deephyper.keras.callbacks.stop_on_timeout.datetime
deephyper.keras.callbacks.time_stopping
deephyper.keras.callbacks.time_stopping.TimeStopping
deephyper.keras.callbacks.utils
deephyper.keras.callbacks.utils.import_callback
deephyper.keras.layers
deephyper.keras.layers.AttentionCOS
deephyper.keras.layers.AttentionConst
deephyper.keras.layers.AttentionGAT
deephyper.keras.layers.AttentionGCN
deephyper.keras.layers.AttentionGenLinear
deephyper.keras.layers.AttentionLinear
deephyper.keras.layers.AttentionSymGAT
deephyper.keras.layers.GlobalAttentionPool
deephyper.keras.layers.GlobalAttentionSumPool
deephyper.keras.layers.GlobalAvgPool
deephyper.keras.layers.GlobalMaxPool
deephyper.keras.layers.GlobalSumPool
deephyper.keras.layers.MessagePasserNNM
deephyper.keras.layers.MessagePassing
deephyper.keras.layers.Padding
deephyper.keras.layers.SparseMPNN
deephyper.keras.layers.UpdateFuncGRU
deephyper.keras.layers.UpdateFuncMLP
deephyper.keras.utils
NAS
deephyper.nas.KSearchSpace
deephyper.nas.NxSearchSpace
deephyper.nas.losses
deephyper.nas.losses.load_attr
deephyper.nas.losses.selectLoss
deephyper.nas.losses.tfp_negloglik
deephyper.nas.losses.OrderedDict
deephyper.nas.lr_scheduler
deephyper.nas.lr_scheduler.exponential_decay
deephyper.nas.metrics
deephyper.nas.metrics.acc
deephyper.nas.metrics.load_attr
deephyper.nas.metrics.mae
deephyper.nas.metrics.mse
deephyper.nas.metrics.r2
deephyper.nas.metrics.rmse
deephyper.nas.metrics.selectMetric
deephyper.nas.metrics.sparse_perplexity
deephyper.nas.metrics.tfp_mae
deephyper.nas.metrics.tfp_mse
deephyper.nas.metrics.tfp_r2
deephyper.nas.metrics.tfp_rmse
deephyper.nas.metrics.to_tfp
deephyper.nas.metrics.OrderedDict
deephyper.nas.node
deephyper.nas.node.ConstantNode
deephyper.nas.node.MimeNode
deephyper.nas.node.MirrorNode
deephyper.nas.node.Node
deephyper.nas.node.Operation
deephyper.nas.node.OperationNode
deephyper.nas.node.VariableNode
deephyper.nas.operation
deephyper.nas.operation.operation
deephyper.nas.operation.AddByPadding
deephyper.nas.operation.AddByProjecting
deephyper.nas.operation.Concatenate
deephyper.nas.operation.Connect
deephyper.nas.operation.Identity
deephyper.nas.operation.Operation
deephyper.nas.operation.Tensor
deephyper.nas.operation.Zero
deephyper.nas.preprocessing
deephyper.nas.preprocessing.minmaxstdscaler
deephyper.nas.preprocessing.stdscaler
deephyper.nas.run
deephyper.nas.run.run_base_trainer
deephyper.nas.run.run_debug
deephyper.nas.run.run_debug_arch
deephyper.nas.run.run_debug_hp_arch
deephyper.nas.run.run_debug_slow
deephyper.nas.run.run_distributed_base_trainer
deephyper.nas.run.run_horovod
deephyper.nas.spacelib
deephyper.nas.trainer
deephyper.nas.trainer.BaseTrainer
deephyper.nas.trainer.HorovodTrainer
Problem
deephyper.problem.AndConjunction
deephyper.problem.CategoricalHyperparameter
deephyper.problem.Configuration
deephyper.problem.ConfigurationSpace
deephyper.problem.Constant
deephyper.problem.EqualsCondition
deephyper.problem.ForbiddenAndConjunction
deephyper.problem.ForbiddenEqualsClause
deephyper.problem.ForbiddenInClause
deephyper.problem.GreaterThanCondition
deephyper.problem.HpProblem
deephyper.problem.InCondition
deephyper.problem.LessThanCondition
deephyper.problem.NaProblem
deephyper.problem.NotEqualsCondition
deephyper.problem.OrConjunction
deephyper.problem.OrdinalHyperparameter
deephyper.problem.UnParametrizedHyperparameter
deephyper.problem.UniformFloatHyperparameter
deephyper.problem.UniformIntegerHyperparameter
Search
deephyper.search.Search
deephyper.search.hps
deephyper.search.hps.AMBS
deephyper.search.hps.CBO
deephyper.search.hps.DBO
deephyper.search.nas
deephyper.search.nas.AMBSMixed
deephyper.search.nas.AgEBO
deephyper.search.nas.NeuralArchitectureSearch
deephyper.search.nas.Random
deephyper.search.nas.RegularizedEvolution
deephyper.search.nas.RegularizedEvolutionMixed
Sklearn
deephyper.sklearn.classifier
deephyper.sklearn.classifier.run_autosklearn1
deephyper.sklearn.regressor
deephyper.sklearn.regressor.run_autosklearn1
Developer Guides
Development
Documentation
Tests
repository
open issue
suggest edit
.rst
.pdf
Colab
Colab
#
1. DeepHyper 101
2. Hyperparameter search for classification with Tabular data (Keras)
3. Hyperparameter Search to reduce overfitting in Machine Learning (Scikit-Learn)
4. Automated Machine Learning with Scikit-Learn
5. Neural Architecture Search (Basic)
