{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Online Gaussian Process\n",
    "\n",
    "### Loading necessary packages\n",
    "## Preliminary steps\n",
    "### Load the necessary packages"
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using Plots\n",
    "using AugmentedGaussianProcesses\n",
    "using MLDataUtils, Distributions"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "### We create a toy dataset with a noisy sinus"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=1}",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "cell_type": "code",
   "source": [
    "N = 2000\n",
    "σ = 0.1\n",
    "X, y = noisy_sin(N, 0, 20; noise=σ)\n",
    "X_train = X[1:2:end];\n",
    "y_train = y[1:2:end]; # We split the data equally\n",
    "X_test = X[2:2:end];\n",
    "y_test = y[2:2:end];\n",
    "scatter(X_train, y_train)"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Plot model at each step"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "plot_model (generic function with 1 method)"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "function plot_model(model, X, X_test, X_train, y_train)\n",
    "    y_pred, sig_pred = proba_y(model, X_test)\n",
    "    plot(X, sin; lab=\"f\", color=:black, lw=3.0, ylims=(-2, 2))\n",
    "    plot!(X_test, y_pred; ribbon=sqrt.(sig_pred), lab=\"Prediction\", lw=3.0)\n",
    "    scatter!(X_train, y_train; msw=0.0, alpha=0.5, lab=\"Data\")\n",
    "    return scatter!(first.(model[1].Z), mean(model[1]); lab=\"IP\")\n",
    "end"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Model training\n",
    "### Create a kernel"
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "k = SqExponentialKernel();"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Create an inducing point selection method"
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "IP_alg = OIPS(0.8);"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Create the model and stream the data"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌ Info: Saved animation to \n",
      "└   fn = \"/tmp/jl_9gJ2mz.gif\"\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plots.AnimatedGif(\"/tmp/jl_9gJ2mz.gif\")",
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\" />"
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "cell_type": "code",
   "source": [
    "model = OnlineSVGP(k, GaussianLikelihood(σ), AnalyticVI(), IP_alg; optimiser=false)\n",
    "anim = Animation()\n",
    "size_batch = 100\n",
    "let state = nothing\n",
    "    for (i, (X_batch, y_batch)) in\n",
    "        enumerate(eachbatch((X_train, y_train); obsdim=1, size=size_batch))\n",
    "        _, state = train!(model, X_batch, y_batch, state; iterations=5)\n",
    "        plot_model(\n",
    "            model, X, X_test, X_train[1:(i * size_batch)], y_train[1:(i * size_batch)]\n",
    "        )\n",
    "        frame(anim)\n",
    "    end\n",
    "end\n",
    "gif(anim; fps=4)"
   ],
   "metadata": {},
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "This works just as well with any likelihood! Just try it out!"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
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