Changed main file name

Author: theogf

src/AugmentedGaussianProcesses.jl

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+"""
+
+General Framework for the data augmented Gaussian Processes
+
+"""
+module AugmentedGaussianProcesses
+
+@enum GPModelType Undefined=0 BSVM=1 XGPC=2 Regression=3 StudentT=4 MultiClassGP=5
+
+#Class arborescence
+
+abstract type GPModel end
+
+abstract type OnlineGPModel <: GPModel end
+
+abstract type OfflineGPModel <: GPModel end
+
+abstract type LinearModel <: OfflineGPModel end
+
+abstract type NonLinearModel <: OfflineGPModel end
+
+abstract type MultiClassGPModel <: OfflineGPModel end
+
+abstract type SparseModel <: NonLinearModel end
+
+abstract type FullBatchModel <: NonLinearModel end
+
+export GPModel, OnlineGPModel, OfflineGPModel, SparseModel, NonLinearModel, LinearModel, FullBatchModel, GPMOdelType
+
+include("graddescent/GradDescent.jl")
+include("kernels/KernelModule.jl")
+include("kmeans/KMeansModule.jl")
+include("functions/PGSampler.jl")
+include("functions/PerturbativeCorrection.jl")
+include("functions/GPAnalysisTools.jl")
+include("functions/IO_model.jl")
+#Custom modules
+using .KernelModule
+using .KMeansModule
+using .PGSampler
+using .PerturbativeCorrection
+using .GPAnalysisTools
+using .GradDescent
+# using .IO_model
+#General modules
+using Distributions
+using LinearAlgebra
+using StatsBase
+using SpecialFunctions
+using Dates
+using QuadGK
+using SparseArrays
+#Exported models
+export KMeansModule
+export LinearBSVM, BatchBSVM, SparseBSVM
+export BatchXGPC, SparseXGPC, OnlineXGPC, GibbsSamplerGPC
+export GPRegression, SparseGPRegression, OnlineGPRegression
+export BatchStudentT, SparseStudentT
+export MultiClass, SparseMultiClass
+#General class definitions
+#Useful functions
+export getLog, getMultiClassLog
+export Kernel, kerneldiagmatrix, kerneldiagmatrix!, kernelmatrix, kernelmatrix!, RBFKernel, LaplaceKernel, SigmoidKernel, PolynomialKernel, ARDKernel
+export Matern3_2Kernel, Matern5_2Kernel
+export fstar, multiclasspredictproba, multiclasspredictprobamcmc, multiclasspredict, ELBO
+export setvalue!,getvalue,setfixed!,setfree!
+export KMeansInducingPoints
+# export save_trained_model,save_model,load_trained_model,load_model
+
+
+#using Plots
+
+include("GPFields.jl")
+include("MultiClassGPFields.jl")
+#Models
+include("models/LinearBSVM.jl")
+include("models/BatchBSVM.jl")
+include("models/SparseBSVM.jl")
+include("models/BatchXGPC.jl")
+include("models/SparseXGPC.jl")
+include("models/OnlineXGPC.jl")
+include("models/GibbsSamplerGPC.jl")
+include("models/Regression.jl")
+include("models/SparseRegression.jl")
+include("models/OnlineRegression.jl")
+include("models/BatchStudentT.jl")
+include("models/SparseStudentT.jl")
+include("models/MultiClass.jl")
+include("models/SparseMultiClass.jl")
+#Functions
+include("OnlineTraining.jl")
+include("OfflineTraining.jl")
+include("Autotuning.jl")
+include("Predictions.jl")
+include("models/General_Functions.jl")
+include("models/BSVM_Functions.jl")
+include("models/XGPC_Functions.jl")
+include("models/Regression_Functions.jl")
+include("models/StudentT_Functions.jl")
+include("models/MultiClass_Functions.jl")
+
+end #End Module