latest changes!

demos/basic_usage.jl

@@ -1,3 +1,5 @@
+using Revise
+
 using ExpFamilyPCA
 
 
@@ -7,7 +9,7 @@ X = rand(0:1, n_samples, n_dims)  # generate random binary data
 
 n_components = 2
 epca = BernoulliPCA(n_components, n_dims)
-fit!(epca, X; verbose=true, maxiter=30)
+fit!(epca, X; verbose=true, maxiter=5)
 
 X̃ = compress(epca, X)
 X_recon = decompress(epca, X̃)

demos/bernoulli_benchmark.ipynb

@@ -55,15 +55,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.10.1",
+   "display_name": "Julia 1.10.2",
    "language": "julia",
    "name": "julia-1.10"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.10.1"
+   "version": "1.10.2"
   }
  },
  "nbformat": 4,

demos/kl_benchmark.ipynb

@@ -0,0 +1,81 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/VSCodeProjects/BeliefCompression/ExpFamilyPCA/Project.toml`\n",
+      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/VSCodeProjects/BeliefCompression/ExpFamilyPCA/Manifest.toml`\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  \u001b[90m[7d9fca2a] \u001b[39m\u001b[92m+ Arpack v0.5.4\u001b[39m\n",
+      "  \u001b[90m[6f286f6a] \u001b[39m\u001b[92m+ MultivariateStats v0.10.2\u001b[39m\n",
+      "  \u001b[90m[08074719] \u001b[39m\u001b[91m- POMDPModelTools v0.3.13\u001b[39m\n",
+      "  \u001b[90m[e0d0a172] \u001b[39m\u001b[91m- POMDPSimulators v0.3.14\u001b[39m\n",
+      "\u001b[33m⌅\u001b[39m \u001b[90m[68821587] \u001b[39m\u001b[92m+ Arpack_jll v3.5.1+1\u001b[39m\n",
+      "\u001b[36m\u001b[1m        Info\u001b[22m\u001b[39m Packages marked with \u001b[33m⌅\u001b[39m have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`\n"
+     ]
+    }
+   ],
+   "source": [
+    "using Pkg\n",
+    "# Pkg.develop(\"CompressedBeliefMDPs\")\n",
+    "# Pkg.develop(\"ExpFamilyPCA\")\n",
+    "Pkg.resolve()\n",
+    "\n",
+    "using CompressedBeliefMDPs\n",
+    "using ExpFamilyPCA\n",
+    "\n",
+    "using POMDPs\n",
+    "using POMDPModels\n",
+    "using POMDPTools"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "UndefVarError",
+     "evalue": "UndefVarError: `TMaze` not defined",
+     "output_type": "error",
+     "traceback": [
+      "UndefVarError: `TMaze` not defined\n",
+      "\n",
+      "Stacktrace:\n",
+      " [1] top-level scope\n",
+      "   @ ~/VSCodeProjects/BeliefCompression/ExpFamilyPCA/demos/kl_benchmark.ipynb:1"
+     ]
+    }
+   ],
+   "source": [
+    "pomdp = TMaze(50, 0.99)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.10.2",
+   "language": "julia",
+   "name": "julia-1.10"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

demos/poisson_benchmark.ipynb

@@ -483,15 +483,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.10.1",
+   "display_name": "Julia 1.10.2",
    "language": "julia",
    "name": "julia-1.10"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.10.1"
+   "version": "1.10.2"
   }
  },
  "nbformat": 4,

src/ExpFamilyPCA.jl

@@ -25,5 +25,9 @@ export
     BernoulliPCA
 include("bernoulli.jl")
 
+export
+    GaussianPCA
+include("gaussian.jl")
+
 
 end # module ExpFamilyPCA

src/gaussian.jl

@@ -0,0 +1,8 @@
+function GaussianPCA(l::Integer, d::Integer; μ0::Real=0)
+    @. begin
+        g(θ) = θ
+        Bregman(p, q) = (p - q)^2 / 2
+    end
+    epca = EPCA(l, d, g, Bregman, μ0)
+    return epca
+end