korali
v3.0.0

Using Korali

  • Installation
  • Korali Basics
  • Parallel / Distributed Execution
  • Checkpoint / Resume
  • Tools

Examples

  • Bayesian Inference
  • Hierarchical Bayesian
  • Integration
  • Machine Learning
  • Optimization
  • Model Propagation
  • Propagation of Uncertainty
  • Sampling
  • Case-Study Applications

Features

  • Checkpoint / Resume
  • Korali + Korali Model
  • Concurrent Execution
  • Partial Runs
  • Running Multiple Experiments
  • Partial Runs
  • Running C++
  • Running C++ MPI Applications
  • Running Python MPI Applications
  • Preserving Results

Module Configuration

  • Experiment
  • Problems
  • Solver
    • Samplers
    • Agent
    • Executor
    • Integrator
    • Deep Learner
    • Optimizers
  • Conduits
  • Distributions
  • Neural Network

Development

  • Extending Korali
  • Code Documentation
  • Github Repository
  • Build Status
  • Test Coverage
korali
  • »
  • Solver
  • Edit on GitHub

SolverΒΆ

Solver modules are algorithms/method to obtain the solution to a particular problem. Solvers are selected in each experiment $e$ with the following syntax:

e = korali.Experiment()
e["Solver"]["Type"] = "Optimizer/CMAES"

For more information, see Korali Usage Basics. Sub-Categories:

  • Samplers
    • Nested Sampling
    • TMCMC (Transitional Markov Chain Monte Carlo)
    • HMC (Hamiltonian Monte Carlo)
    • MCMC (Delayed Rejection Adaptive Metropolis Algorithm)
  • Agent
    • Continuous Agent
      • VRACER
    • Discrete Agent
      • Discrete VRACER
  • Executor
  • Integrator
  • Deep Learner
    • Gaussian Process
    • Deep Supervisor
  • Optimizers
    • gridSearch
    • DEA (Differential Evolution Algorithm)
    • MADGRAD
    • MO-CMA-ES (Mutli-Objective Covariance Matrix Adaptation Evolution Strategy)
    • AdaBelief
    • CMAES (Covariance Matrix Adaptation Evolution Strategy)
    • Adam
    • RProp (Resilient Back Propagation)
Next Previous

© Copyright ETH Zurich. Revision c6559720.

Read the Docs v: v3.0.0
Versions
master
v3.0.0
Downloads
On Read the Docs
Project Home
Builds