Revision 1db48f3a735eb0fba06a7d503f080a7ead512604 authored by Artem Artemev on 11 July 2018, 12:50:44 UTC, committed by GitHub on 11 July 2018, 12:50:44 UTC
1 parent 707b195
multiclass.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Multiclass classification with GPflow\n",
"--\n",
"\n",
"*Alexander G. de G. Matthews and James Hensman, 2016*\n",
"*Minor edits John Bradshaw 2018*"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:54.989725Z",
"start_time": "2018-06-13T09:42:53.821801Z"
}
},
"outputs": [],
"source": [
"import gpflow\n",
"import tensorflow as tf\n",
"import matplotlib\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from gpflow.test_util import notebook_niter, is_continuous_integration\n",
"plt.style.use('ggplot')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:55.175406Z",
"start_time": "2018-06-13T09:42:54.990770Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#make a one dimensional classification problem\n",
"np.random.seed(1)\n",
"X = np.random.rand(100,1)\n",
"K = np.exp(-0.5*np.square(X - X.T)/0.01) + np.eye(100)*1e-6\n",
"f = np.dot(np.linalg.cholesky(K), np.random.randn(100,3))\n",
"\n",
"plt.figure(figsize=(12,6))\n",
"plt.plot(X, f, '.');"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:55.178830Z",
"start_time": "2018-06-13T09:42:55.176459Z"
}
},
"outputs": [],
"source": [
"Y = np.array(np.argmax(f, 1).reshape(-1,1), dtype=float)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sparse Variational Gaussian approximation"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:55.460081Z",
"start_time": "2018-06-13T09:42:55.180038Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Conditional: Inducing Feature - Kernel\n",
"base conditional\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>class</th>\n",
" <th>prior</th>\n",
" <th>transform</th>\n",
" <th>trainable</th>\n",
" <th>shape</th>\n",
" <th>fixed_shape</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>False</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/lengthscales</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/1/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_mu</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[1.0, 1.0, 1.0], [1.0, 1.0, 1.0], [1.0, 1.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_mu</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/feature/Z</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>False</td>\n",
" <td>(20, 1)</td>\n",
" <td>True</td>\n",
" <td>[[0.417022004702574], [0.0923385947687978], [0...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/likelihood/invlink/epsilon</th>\n",
" <td>Parameter</td>\n",
" <td>Beta([0.2],[5.])</td>\n",
" <td>[0.0, 1.0]</td>\n",
" <td>False</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.001</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" class prior transform \\\n",
"SVGP/kern/kernels/0/variance Parameter None +ve \n",
"SVGP/kern/kernels/0/lengthscales Parameter None +ve \n",
"SVGP/kern/kernels/1/variance Parameter None +ve \n",
"SVGP/q_mu Parameter None (none) \n",
"SVGP/q_sqrt Parameter None +ve \n",
"SVGP/feature/Z Parameter None (none) \n",
"SVGP/likelihood/invlink/epsilon Parameter Beta([0.2],[5.]) [0.0, 1.0] \n",
"\n",
" trainable shape fixed_shape \\\n",
"SVGP/kern/kernels/0/variance True () True \n",
"SVGP/kern/kernels/0/lengthscales True () True \n",
"SVGP/kern/kernels/1/variance False () True \n",
"SVGP/q_mu True (20, 3) True \n",
"SVGP/q_sqrt True (20, 3) True \n",
"SVGP/feature/Z False (20, 1) True \n",
"SVGP/likelihood/invlink/epsilon False () True \n",
"\n",
" value \n",
"SVGP/kern/kernels/0/variance 1.0 \n",
"SVGP/kern/kernels/0/lengthscales 1.0 \n",
"SVGP/kern/kernels/1/variance 0.01 \n",
"SVGP/q_mu [[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0, ... \n",
"SVGP/q_sqrt [[1.0, 1.0, 1.0], [1.0, 1.0, 1.0], [1.0, 1.0, ... \n",
"SVGP/feature/Z [[0.417022004702574], [0.0923385947687978], [0... \n",
"SVGP/likelihood/invlink/epsilon 0.001 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = gpflow.models.SVGP(\n",
" X, Y, kern=gpflow.kernels.Matern32(1) + gpflow.kernels.White(1, variance=0.01),\n",
" likelihood=gpflow.likelihoods.MultiClass(3),\n",
" Z=X[::5].copy(), num_latent=3, whiten=True, q_diag=True)\n",
"\n",
"m.kern.kernels[1].variance.trainable = False\n",
"m.feature.trainable = False\n",
"m.as_pandas_table()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:56.726754Z",
"start_time": "2018-06-13T09:42:55.461407Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Optimization terminated with:\n",
" Message: b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'\n",
" Objective function value: 78.379984\n",
" Number of iterations: 164\n",
" Number of functions evaluations: 194\n"
]
}
],
"source": [
"opt = gpflow.train.ScipyOptimizer()\n",
"opt.minimize(m, maxiter=notebook_niter(1000))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:56.796332Z",
"start_time": "2018-06-13T09:42:56.729655Z"
}
},
"outputs": [],
"source": [
"def plot(m):\n",
" f = plt.figure(figsize=(12,6))\n",
" a1 = f.add_axes([0.05, 0.05, 0.9, 0.6])\n",
" a2 = f.add_axes([0.05, 0.7, 0.9, 0.1])\n",
" a3 = f.add_axes([0.05, 0.85, 0.9, 0.1])\n",
" \n",
" \n",
" xx = np.linspace(m.X.read_value().min(), m.X.read_value().max(), 200).reshape(-1,1)\n",
" mu, var = m.predict_f(xx)\n",
" mu, var = mu.copy(), var.copy()\n",
" p, _ = m.predict_y(xx)\n",
" \n",
" a3.set_xticks([])\n",
" a3.set_yticks([])\n",
" \n",
" for i in range(m.likelihood.num_classes):\n",
" x = m.X.read_value()[m.Y.read_value().flatten()==i]\n",
" points, = a3.plot(x, x*0, '.')\n",
" color=points.get_color()\n",
" a1.plot(xx, mu[:,i], color=color, lw=2)\n",
" a1.plot(xx, mu[:,i] + 2*np.sqrt(var[:,i]), '--', color=color)\n",
" a1.plot(xx, mu[:,i] - 2*np.sqrt(var[:,i]), '--', color=color)\n",
" a2.plot(xx, p[:,i], '-', color=color, lw=2)\n",
" \n",
" a2.set_ylim(-0.1, 1.1)\n",
" a2.set_yticks([0, 1])\n",
" a2.set_xticks([])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:57.537771Z",
"start_time": "2018-06-13T09:42:56.797948Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Conditional: Inducing Feature - Kernel\n",
"base conditional\n",
"Conditional: Inducing Feature - Kernel\n",
"base conditional\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(m)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:57.573272Z",
"start_time": "2018-06-13T09:42:57.538816Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>class</th>\n",
" <th>prior</th>\n",
" <th>transform</th>\n",
" <th>trainable</th>\n",
" <th>shape</th>\n",
" <th>fixed_shape</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>80.59979748331513</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/lengthscales</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.10403582798881622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/1/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>False</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_mu</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[1.6801518935490563, -0.8211002650598448, -0....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_sqrt</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[0.4722841391617176, 0.5894950864859919, 0.54...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/feature/Z</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>False</td>\n",
" <td>(20, 1)</td>\n",
" <td>True</td>\n",
" <td>[[0.417022004702574], [0.0923385947687978], [0...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/likelihood/invlink/epsilon</th>\n",
" <td>Parameter</td>\n",
" <td>Beta([0.2],[5.])</td>\n",
" <td>[0.0, 1.0]</td>\n",
" <td>False</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.001</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" class prior transform \\\n",
"SVGP/kern/kernels/0/variance Parameter None +ve \n",
"SVGP/kern/kernels/0/lengthscales Parameter None +ve \n",
"SVGP/kern/kernels/1/variance Parameter None +ve \n",
"SVGP/q_mu Parameter None (none) \n",
"SVGP/q_sqrt Parameter None +ve \n",
"SVGP/feature/Z Parameter None (none) \n",
"SVGP/likelihood/invlink/epsilon Parameter Beta([0.2],[5.]) [0.0, 1.0] \n",
"\n",
" trainable shape fixed_shape \\\n",
"SVGP/kern/kernels/0/variance True () True \n",
"SVGP/kern/kernels/0/lengthscales True () True \n",
"SVGP/kern/kernels/1/variance False () True \n",
"SVGP/q_mu True (20, 3) True \n",
"SVGP/q_sqrt True (20, 3) True \n",
"SVGP/feature/Z False (20, 1) True \n",
"SVGP/likelihood/invlink/epsilon False () True \n",
"\n",
" value \n",
"SVGP/kern/kernels/0/variance 80.59979748331513 \n",
"SVGP/kern/kernels/0/lengthscales 0.10403582798881622 \n",
"SVGP/kern/kernels/1/variance 0.01 \n",
"SVGP/q_mu [[1.6801518935490563, -0.8211002650598448, -0.... \n",
"SVGP/q_sqrt [[0.4722841391617176, 0.5894950864859919, 0.54... \n",
"SVGP/feature/Z [[0.417022004702574], [0.0923385947687978], [0... \n",
"SVGP/likelihood/invlink/epsilon 0.001 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.as_pandas_table()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Learning the epsilon parameter of the RobustMax\n",
"Note that the epsilon parameter of the robustmax likelihood is fixed as default.\n",
"We can instead learn this parameter if we so wished. This may be useful if you have overlapping classes or outliers. We try this on the same model below. Note that by default we have put a Beta prior on the epsilon parameter, encouraging its value to be small."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:57.958581Z",
"start_time": "2018-06-13T09:42:57.574454Z"
}
},
"outputs": [
{
"data": {
"text/html": [
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" }\n",
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" }\n",
"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>class</th>\n",
" <th>prior</th>\n",
" <th>transform</th>\n",
" <th>trainable</th>\n",
" <th>shape</th>\n",
" <th>fixed_shape</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/lengthscales</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/1/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>False</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_mu</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_sqrt</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[1.0, 1.0, 1.0], [1.0, 1.0, 1.0], [1.0, 1.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/feature/Z</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>False</td>\n",
" <td>(20, 1)</td>\n",
" <td>True</td>\n",
" <td>[[0.417022004702574], [0.0923385947687978], [0...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/likelihood/invlink/epsilon</th>\n",
" <td>Parameter</td>\n",
" <td>Beta([0.2],[5.])</td>\n",
" <td>[0.0, 1.0]</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.001</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" class prior transform \\\n",
"SVGP/kern/kernels/0/variance Parameter None +ve \n",
"SVGP/kern/kernels/0/lengthscales Parameter None +ve \n",
"SVGP/kern/kernels/1/variance Parameter None +ve \n",
"SVGP/q_mu Parameter None (none) \n",
"SVGP/q_sqrt Parameter None +ve \n",
"SVGP/feature/Z Parameter None (none) \n",
"SVGP/likelihood/invlink/epsilon Parameter Beta([0.2],[5.]) [0.0, 1.0] \n",
"\n",
" trainable shape fixed_shape \\\n",
"SVGP/kern/kernels/0/variance True () True \n",
"SVGP/kern/kernels/0/lengthscales True () True \n",
"SVGP/kern/kernels/1/variance False () True \n",
"SVGP/q_mu True (20, 3) True \n",
"SVGP/q_sqrt True (20, 3) True \n",
"SVGP/feature/Z False (20, 1) True \n",
"SVGP/likelihood/invlink/epsilon True () True \n",
"\n",
" value \n",
"SVGP/kern/kernels/0/variance 1.0 \n",
"SVGP/kern/kernels/0/lengthscales 1.0 \n",
"SVGP/kern/kernels/1/variance 0.01 \n",
"SVGP/q_mu [[0.0, 0.0, 0.0], [0.0, 0.0, 0.0], [0.0, 0.0, ... \n",
"SVGP/q_sqrt [[1.0, 1.0, 1.0], [1.0, 1.0, 1.0], [1.0, 1.0, ... \n",
"SVGP/feature/Z [[0.417022004702574], [0.0923385947687978], [0... \n",
"SVGP/likelihood/invlink/epsilon 0.001 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m2 = gpflow.models.SVGP(\n",
" X, Y, kern=gpflow.kernels.Matern32(1) + gpflow.kernels.White(1, variance=0.01),\n",
" likelihood=gpflow.likelihoods.MultiClass(3),\n",
" Z=X[::5].copy(), num_latent=3, whiten=True, q_diag=True)\n",
"\n",
"m2.kern.kernels[1].variance.trainable = False\n",
"m2.feature.trainable = False\n",
"m2.likelihood.invlink.epsilon.set_trainable(True)\n",
"m2.as_pandas_table()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:42:59.525591Z",
"start_time": "2018-06-13T09:42:57.960085Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Optimization terminated with:\n",
" Message: b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'\n",
" Objective function value: 58.929387\n",
" Number of iterations: 103\n",
" Number of functions evaluations: 116\n"
]
},
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>class</th>\n",
" <th>prior</th>\n",
" <th>transform</th>\n",
" <th>trainable</th>\n",
" <th>shape</th>\n",
" <th>fixed_shape</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/variance</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>False</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>80.6143985481072</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/kern/kernels/0/lengthscales</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.1076993406499665</td>\n",
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" <th>SVGP/kern/kernels/1/variance</th>\n",
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" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.01</td>\n",
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" <tr>\n",
" <th>SVGP/q_mu</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[1.6218847381033739, -0.8162747434684163, -0....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/q_sqrt</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>+ve</td>\n",
" <td>True</td>\n",
" <td>(20, 3)</td>\n",
" <td>True</td>\n",
" <td>[[0.508731944004579, 0.6304760915684482, 0.594...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/feature/Z</th>\n",
" <td>Parameter</td>\n",
" <td>None</td>\n",
" <td>(none)</td>\n",
" <td>False</td>\n",
" <td>(20, 1)</td>\n",
" <td>True</td>\n",
" <td>[[0.417022004702574], [0.0923385947687978], [0...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SVGP/likelihood/invlink/epsilon</th>\n",
" <td>Parameter</td>\n",
" <td>Beta([0.2],[5.])</td>\n",
" <td>[0.0, 1.0]</td>\n",
" <td>True</td>\n",
" <td>()</td>\n",
" <td>True</td>\n",
" <td>0.07090029057205956</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" class prior transform \\\n",
"SVGP/kern/kernels/0/variance Parameter None +ve \n",
"SVGP/kern/kernels/0/lengthscales Parameter None +ve \n",
"SVGP/kern/kernels/1/variance Parameter None +ve \n",
"SVGP/q_mu Parameter None (none) \n",
"SVGP/q_sqrt Parameter None +ve \n",
"SVGP/feature/Z Parameter None (none) \n",
"SVGP/likelihood/invlink/epsilon Parameter Beta([0.2],[5.]) [0.0, 1.0] \n",
"\n",
" trainable shape fixed_shape \\\n",
"SVGP/kern/kernels/0/variance True () True \n",
"SVGP/kern/kernels/0/lengthscales True () True \n",
"SVGP/kern/kernels/1/variance False () True \n",
"SVGP/q_mu True (20, 3) True \n",
"SVGP/q_sqrt True (20, 3) True \n",
"SVGP/feature/Z False (20, 1) True \n",
"SVGP/likelihood/invlink/epsilon True () True \n",
"\n",
" value \n",
"SVGP/kern/kernels/0/variance 80.6143985481072 \n",
"SVGP/kern/kernels/0/lengthscales 0.1076993406499665 \n",
"SVGP/kern/kernels/1/variance 0.01 \n",
"SVGP/q_mu [[1.6218847381033739, -0.8162747434684163, -0.... \n",
"SVGP/q_sqrt [[0.508731944004579, 0.6304760915684482, 0.594... \n",
"SVGP/feature/Z [[0.417022004702574], [0.0923385947687978], [0... \n",
"SVGP/likelihood/invlink/epsilon 0.07090029057205956 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"opt.minimize(m2, maxiter=notebook_niter(1000))\n",
"m2.as_pandas_table()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:43:00.226331Z",
"start_time": "2018-06-13T09:42:59.526951Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(m2)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:43:00.357665Z",
"start_time": "2018-06-13T09:43:00.227426Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The log likelihood of the the first model, where we do not learn epsilon, is -75.77495271926213 and the second is -56.81391750036175.\n"
]
}
],
"source": [
"print(\"The log likelihood of the the first model, where we do not learn epsilon, is {} and the second is {}.\".format(\n",
" m.compute_log_likelihood(), m2.compute_log_likelihood()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sparse MCMC"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"gpflow.reset_default_graph_and_session()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:43:00.728463Z",
"start_time": "2018-06-13T09:43:00.358776Z"
}
},
"outputs": [],
"source": [
"with gpflow.defer_build():\n",
" m = gpflow.models.SGPMC(X, Y, \n",
" kern=gpflow.kernels.Matern32(1, lengthscales=0.1) + gpflow.kernels.White(1, variance=0.01),\n",
" likelihood=gpflow.likelihoods.MultiClass(3),\n",
" Z=X[::5].copy(), num_latent=3)\n",
" m.kern.kernels[0].variance.prior = gpflow.priors.Gamma(1., 1.)\n",
" m.kern.kernels[0].lengthscales.prior = gpflow.priors.Gamma(2., 2.)\n",
" m.kern.kernels[1].variance.trainables = False\n",
" \n",
"m.compile()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:43:02.008281Z",
"start_time": "2018-06-13T09:43:00.729971Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Optimization terminated with:\n",
" Message: b'STOP: TOTAL NO. of ITERATIONS EXCEEDS LIMIT'\n",
" Objective function value: 153.306077\n",
" Number of iterations: 11\n",
" Number of functions evaluations: 14\n"
]
}
],
"source": [
"opt = gpflow.train.ScipyOptimizer()\n",
"opt.minimize(m, maxiter=notebook_niter(10))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"if is_continuous_integration():\n",
" burn = 0\n",
" thin = 1\n",
"else:\n",
" burn = 100\n",
" thin = 10"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:43:28.498051Z",
"start_time": "2018-06-13T09:43:02.015465Z"
}
},
"outputs": [],
"source": [
"hmc = gpflow.train.HMC()\n",
"samples = hmc.sample(m, num_samples=notebook_niter(500), epsilon=0.04, lmax=15, logprobs=False) # verbose=True"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:44:50.352921Z",
"start_time": "2018-06-13T09:43:28.499435Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Conditional: Inducing Feature - Kernel\n",
"base conditional\n",
"Conditional: Inducing Feature - Kernel\n",
"base conditional\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_from_samples(m, samples):\n",
" f = plt.figure(figsize=(12,6))\n",
" a1 = f.add_axes([0.05, 0.05, 0.9, 0.6])\n",
" a2 = f.add_axes([0.05, 0.7, 0.9, 0.1])\n",
" a3 = f.add_axes([0.05, 0.85, 0.9, 0.1])\n",
" \n",
" xx = np.linspace(m.X.read_value().min(), m.X.read_value().max(), 200).reshape(-1,1)\n",
" \n",
" Fpred, Ypred = [], []\n",
"\n",
" for i, s in samples[burn::thin].iterrows(): # also possible as arguments to hmc.sample()\n",
" feed_dict = m.sample_feed_dict(s)\n",
" Ypred.append(m.predict_y(xx, feed_dict=feed_dict)[0])\n",
" Fpred.append(m.predict_f_samples(xx, 1, feed_dict=feed_dict).squeeze())\n",
"\n",
" for i in range(m.likelihood.num_classes):\n",
" x = m.X.read_value()[m.Y.read_value().flatten() == i]\n",
" points, = a3.plot(x, x*0, '.')\n",
" color = points.get_color()\n",
" for F in Fpred:\n",
" a1.plot(xx, F[:,i], color=color, lw=0.2, alpha=1.0)\n",
" for Y in Ypred:\n",
" a2.plot(xx, Y[:,i], color=color, lw=0.5, alpha=1.0)\n",
" \n",
" a2.set_ylim(-0.1, 1.1)\n",
" a2.set_yticks([0, 1])\n",
" a2.set_xticks([])\n",
" \n",
" a3.set_xticks([])\n",
" a3.set_yticks([])\n",
" \n",
"\n",
"plot_from_samples(m, samples)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:44:50.402954Z",
"start_time": "2018-06-13T09:44:50.354515Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SGPMC/V</th>\n",
" <th>SGPMC/feature/Z</th>\n",
" <th>SGPMC/kern/kernels/0/lengthscales</th>\n",
" <th>SGPMC/kern/kernels/0/variance</th>\n",
" <th>SGPMC/kern/kernels/1/variance</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>[[1.7751574056612849, -0.9163147104817884, -0....</td>\n",
" <td>[[0.32825050204995976], [0.1254539807524326], ...</td>\n",
" <td>0.121302</td>\n",
" <td>1.016545</td>\n",
" <td>0.009559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>[[1.7751574056612849, -0.9163147104817884, -0....</td>\n",
" <td>[[0.32825050204995976], [0.1254539807524326], ...</td>\n",
" <td>0.121302</td>\n",
" <td>1.016545</td>\n",
" <td>0.009559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>[[1.7751574056612849, -0.9163147104817884, -0....</td>\n",
" <td>[[0.32825050204995976], [0.1254539807524326], ...</td>\n",
" <td>0.121302</td>\n",
" <td>1.016545</td>\n",
" <td>0.009559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>[[1.7751574056612849, -0.9163147104817884, -0....</td>\n",
" <td>[[0.32825050204995976], [0.1254539807524326], ...</td>\n",
" <td>0.121302</td>\n",
" <td>1.016545</td>\n",
" <td>0.009559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>[[1.7751574056612849, -0.9163147104817884, -0....</td>\n",
" <td>[[0.32825050204995976], [0.1254539807524326], ...</td>\n",
" <td>0.121302</td>\n",
" <td>1.016545</td>\n",
" <td>0.009559</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" SGPMC/V \\\n",
"0 [[1.7751574056612849, -0.9163147104817884, -0.... \n",
"1 [[1.7751574056612849, -0.9163147104817884, -0.... \n",
"2 [[1.7751574056612849, -0.9163147104817884, -0.... \n",
"3 [[1.7751574056612849, -0.9163147104817884, -0.... \n",
"4 [[1.7751574056612849, -0.9163147104817884, -0.... \n",
"\n",
" SGPMC/feature/Z \\\n",
"0 [[0.32825050204995976], [0.1254539807524326], ... \n",
"1 [[0.32825050204995976], [0.1254539807524326], ... \n",
"2 [[0.32825050204995976], [0.1254539807524326], ... \n",
"3 [[0.32825050204995976], [0.1254539807524326], ... \n",
"4 [[0.32825050204995976], [0.1254539807524326], ... \n",
"\n",
" SGPMC/kern/kernels/0/lengthscales SGPMC/kern/kernels/0/variance \\\n",
"0 0.121302 1.016545 \n",
"1 0.121302 1.016545 \n",
"2 0.121302 1.016545 \n",
"3 0.121302 1.016545 \n",
"4 0.121302 1.016545 \n",
"\n",
" SGPMC/kern/kernels/1/variance \n",
"0 0.009559 \n",
"1 0.009559 \n",
"2 0.009559 \n",
"3 0.009559 \n",
"4 0.009559 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"samples.head()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2018-06-13T09:44:50.574402Z",
"start_time": "2018-06-13T09:44:50.404261Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(np.vstack(samples['SGPMC/kern/kernels/0/lengthscales']).flatten(), 50, density=True)\n",
"plt.xlabel('lengthscale');"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

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