Library Reference

Search Space Representation

Space	Representation of the search space.
Distribution	Base class for every Chocolate distributions.
ContinuousDistribution	Base class for every Chocolate continuous distributions.
QuantizedDistribution	Base class for every Chocolate quantized distributions.
uniform	Uniform continuous distribution.
quantized_uniform	Uniform discrete distribution.
log	Logarithmic uniform continuous distribution.
quantized_log	Logarithmic uniform discrete distribution.
choice	Uniform choice distribution between non-numeric samples.

Database Connections

SQLiteConnection	Connection to a SQLite database.
MongoDBConnection	Connection to a MongoDB database.
DataFrameConnection	Connection to a pandas DataFrame.

Sampling Algorithms

Grid	Regular cartesian grid sampler.
Random	Random sampler.
QuasiRandom	Quasi-Random sampler.

Search Algorithms

Bayes	Bayesian minimization method with gaussian process regressor.
CMAES	Covariance Matrix Adaptation Evolution Strategy minimization method.
MOCMAES	Multi-Objective Covariance Matrix Adaptation Evolution Strategy.

Conditional Exploration

ThompsonSampling

Conditional subspaces exploration strategy.

Cross-Validation

Repeat

Repeats each experiment a given number of times and reduces the losses for the algorithms.

Multi-objective Tools

mo.argsortNondominated	Sort input in Pareto-equal groups.
mo.hypervolume_indicator	Indicator function using the hypervolume value.
mo.hypervolume	Computes the hypervolume of a point set.