simulators

This module provides Simulator, make_simulator(), and several other kinds of Simulator implementations, which serve as generative mathematical models, or data generating processes, with their primary function being to sample data.

Functions

make_simulator()

This is a dispatch function that will accept a list of simulators (callables) returning dictionaries with simulated outputs.

Classes

BernoulliGLM([T, scale_by_T, rng])	Bernoulli GLM simulated benchmark See: https://arxiv.org/pdf/2101.04653.pdf, Task T.5
BernoulliGLMRaw([T, rng])	Bernoulli GLM raw simulated benchmark.
GaussianLinear([D, prior_scale, n_obs, ...])	Gaussian Linear simulated benchmark See: https://arxiv.org/pdf/2101.04653.pdf, Task T.1
GaussianLinearUniform([D, lower_bound, ...])	Gaussian Linear Uniform simulated benchmark See: https://arxiv.org/pdf/2101.04653.pdf, Task T.2
GaussianMixture([D, lower_bound, ...])	Gaussian Mixture simulated benchmark See: https://arxiv.org/pdf/2101.04653.pdf, Task T.7
HierarchicalSimulator(hierarchy)	Initialize the hierarchical simulator with a sequence of simulators.
InverseKinematics([scales, l1, l2, l3, rng])	Inverse Kinematics simulated benchmark See: https://arxiv.org/pdf/2101.10763.pdf
LambdaSimulator(sample_fn, *[, is_batched])	Implements a simulator based on a sampling function.
LotkaVolterra([X0, Y0, T, subsample, ...])	Lotka Volterra simulated benchmark.
ModelComparisonSimulator(simulators[, p, ...])	Wraps a sequence of simulators for use with a model comparison approximator.
SIR([N, T, I0, R0, subsample, total_count, ...])	SIR simulated benchmark See: https://arxiv.org/pdf/2101.04653.pdf, Task T.9
SLCP([lower_bound, upper_bound, n_obs, ...])	SLCP simulated benchmark See https://arxiv.org/pdf/2101.04653.pdf, Task T.3
SLCPDistractors([lower_bound, upper_bound, ...])	SLCP Distractors simulated benchmark See: https://arxiv.org/pdf/2101.04653.pdf, Task T.4
SequentialSimulator(simulators[, ...])	Combines multiple simulators into one, sequentially.
Simulator()
TwoMoons([lower_bound, upper_bound, rng])	Two moons simulated benchmark.