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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
  • Research & 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.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.profile
    • deephyper.evaluator.queued
    • 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
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  • repository
  • open issue
  • suggest edit
  • .rst

Examples

Examples#

Below is a gallery of examples on how to use DeepHyper.

From Serial to Parallel Evaluations

From Serial to Parallel Evaluations#

Notify Failures in Hyperparameter optimization

Notify Failures in Hyperparameter optimization#

Transfer Learning for Hyperparameter Search

Transfer Learning for Hyperparameter Search#

Profile the Worker Utilization

Profile the Worker Utilization#

Download all examples in Python source code: examples_python.zip

Download all examples in Jupyter notebooks: examples_jupyter.zip

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