{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Variance reduction in MLDA - Linear regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MLDA is based on the idea of running multiple chains which sample from approximations of the true posterior (where the approximation normally becomes coarser when going from the top level to the bottom level). Due to this characteristic, MLDA draws MCMC samples from all those levels. These samples, apart from improving the mixing of the top-level chain can serve another purpose; we can use them to apply a variance reduction technique when estimating a quantity of interest from the drawn samples.\n", "\n", "In this example, we demonstrate this technique using a linear model example similar to the `MLDA_simple_linear_regression.ipynb` notebook in the same folder.\n", "\n", "#### Typical quantity of interest estimation in MCMC\n", "Specifically, here we are interested in cases where we have a forward model $F$ which is a function of an unknown vector of random variables $\\theta$, i.e. $F = F(\\theta)$. $F$ is a model of some physical process or phenomenon and $\\theta$ is usually a set of unknown parameters in the model. We want to estimate a quantity of interest $Q$ which depends on the forward model $F$, i.e. $Q = Q(F(\\theta))$. In order to do that, we draw samples from the posterior of $P(\\theta | D)$, where $D$ are our data, and we use the samples to construct an estimator $E_P[Q] = {1\\over N} \\Sigma_{n}Q(F(\\theta_n))$ where $\\theta_n$ is the $n-th$ sample drawn from the posterior $P$ using MCMC.\n", "\n", "In this notebook, where we work with a linear regression model, we can use simply one of the values in the theta vector or the mean of all y outputs of the model.\n", "\n", "#### Quantity of interest estimation using variance reduction in MLDA\n", "In a usual MCMC algorithm we would sample from the posterior and use the samples to get the estimate above. In MLDA, we have the extra advantage that we do not only draw samples from the correct/fine posterior $P$; we also draw samples from approximations of it. We can use those samples to reduce the variance of the estimator of $Q$ (and thus require fewer samples to achieve the same variance). \n", "\n", "The technique we use is similar to the idea of a telescopic sum. Instead of estimating $Q$ directly, we estimate differences of $Q$-estimates between levels and add those differences (i.e. we estimate the correction with respect to the next lower level). \n", "\n", "Specifically, we have a set of approximate forward models $F_l$ and posteriors $P_l, l \\in \\{0,1,...,L-1\\}$, where $L$ is the number of levels in MLDA, $F_{L-1} = F$ and $P_{L-1} = P$. MLDA in level $l$ produces the samples $\\theta_{1:N_l}^l$ from posterior $P_l$, where $N_l$ is the number of samples at that level (each level generates a different number of samples, with $N_l$ decreasing with $l$). This also results in the quantity of interest functions $Q_l = Q(F_l(\\theta))$ for each level $l$ (where $\\theta$ indexes are omitted. We use the following equation to estimate the quanity of interest (by combining the above functions):\n", "$E_{VR}[Q] = E_{P_0}[Q_0] + \\Sigma_{l=1}^{L-1} (E_{P_l}[Q_l] - E_{P_{l-1}}[Q_{l-1}])$. \n", "\n", "The first term in the right hand side can be estimated using the samples from level 0. For the second term in the right hand side which contains all the differences, we estimate using the following process: In level $l$, and for each sample $\\theta_n^l$ in that level where $n \\in {1,...,N_l}$, we use the sample $\\theta_{s+R}^{l-1}$ from level $l-1$, which is a random sample in the block of $K$ samples generated in level $l-1$ to propose a sample for level $l$, where $s$ is the starting sample of the block. In other words $K$ is the subsampling rate at level $l$ and R is the index of the randomly selected sample ($R$ can range from 1 to $K$). Having this sample, we calculate the following quantity: $Y_n^l = Q_l(F_l(\\theta_n^l)) - Q_{l-1}(F_{l-1}(\\theta_(s+R)^{l-1}))$. We do the same thing for all $N_l$ samples in level $l$ and finally use them to calculate $E_{P_l}[Q_l] - E_{P_{l-1}}[Q_{l-1}] = {1 \\over N_l} \\Sigma Y_n^l$. We do the same to estimate the remaining differences and add them all together to get $E_{VR}[Q]$.\n", "\n", "#### Note on asymptotic variance results\n", "$E_{VR}[Q]$ is shown to have asymptotically lower variance than $E_P[Q]$ in [1], as long as the subsampling rate $K$ in level $l$ is larger than the MCMC autocorrelation length in level $l-1$ (and if this is true for all levels). When this condition does not hold, we still see reasonably good variance reduction in experiments, although there is no theoretical guarantee of asymptotically lower variance. Users are advices to do pre-runs to detect the autocorrelation length of all chains in MLDA and then set the subsampling rates accordingly.\n", "\n", "#### Using variance reductioon in PyMC3\n", "The code in this notebook demonstrates how the user can employ the variance reduction technique within the PyMC3 implementation of MLDA. We run two samplers, one with VR and one without and calculate the resulting variances in the estimates.\n", "\n", "In order to use variance reduction, the user needs to pass the argument `variance_reduction=True` when instantiating the MLDA stepper. Also, they need to do two things when defining the PyMC3 model: \n", "- Include a `pm.Data()` variable with the name `Q` in the model description of all levels, as shown in the code.\n", "- Use a Theano Op to calculate the forward model (or the combination of a forward model and a likelihood). This Op should have a `perform()` method which (in addition to all the other calculations), calculates the quantity of interest and stores it to the variable `Q` of the PyMC3 model, using the `set_value()` function. An example is shown in the code.\n", "\n", "By doing the above, the user provides MLDA with the quantity of interest in each MCMC step. MLDA then internally stores and manages the values and returns all the terms necessary to calculate $E_{VR}[Q]$ (i.e. all $Q_0$ values and all $Y_n^l$ differences/corrections) within the stats of the generated trace. The user can extract them using the `get_sampler_stats()` function of the trace object, as shown at the end of the notebook.\n", "\n", "\n", "### Dependencies\n", "The code has been developed and tested with Python 3.6. You will need to have pymc3 installed and also [FEniCS](https://fenicsproject.org/) for your system. FEniCS is a popular, open-source, [well documented](https://fenicsproject.org/documentation/), high-performance computing framework for solving Partial Differential Equations. FEniCS can be [installed](https://fenicsproject.org/download/) either through their prebuilt Docker images, from their Ubuntu PPA, or from Anaconda. \n", " \n", "\n", "### References\n", "[1] Dodwell, Tim & Ketelsen, Chris & Scheichl, Robert & Teckentrup, Aretha. (2019). Multilevel Markov Chain Monte Carlo. SIAM Review. 61. 509-545. https://doi.org/10.1137/19M126966X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os as os\n", "import sys as sys\n", "import time as time\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc3 as pm\n", "import theano.tensor as tt\n", "\n", "from matplotlib.ticker import ScalarFormatter" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 4555\n", "np.random.seed(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set parameters and generate data using a linear model" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# set up the model and data\n", "np.random.seed(RANDOM_SEED)\n", "size = 100\n", "true_intercept = 1\n", "true_slope = 2\n", "sigma = 0.2\n", "x = np.linspace(0, 1, size)\n", "\n", "# y = a + b*x\n", "true_regression_line = true_intercept + true_slope * x\n", "\n", "# add noise\n", "y = true_regression_line + np.random.normal(0, sigma**2, size)\n", "s = sigma\n", "\n", "# reduced datasets\n", "# We use fewer data in the coarse models compared to the fine model in order to make them less accurate\n", "x_coarse_0 = x[::3]\n", "y_coarse_0 = y[::3]\n", "x_coarse_1 = x[::2]\n", "y_coarse_1 = y[::2]\n", "\n", "# MCMC parameters\n", "ndraws = 3000\n", "ntune = 1000\n", "nsub = 5\n", "nchains = 2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the data\n", "fig = plt.figure(figsize=(7, 7))\n", "ax = fig.add_subplot(111, xlabel=\"x\", ylabel=\"y\", title=\"Generated data and underlying model\")\n", "ax.plot(x, y, \"x\", label=\"sampled data\")\n", "ax.plot(x, true_regression_line, label=\"true regression line\", lw=2.0)\n", "plt.legend(loc=0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a theano op that implements the likelihood\n", "In order to use variance reduction, the user needs to define a Theano Op that calculates the forward model \n", "(or both the forward model and the likelihood).\n", "Also, this Op needs to save the quantity of interest to a model variable with the name `Q`.\n", "Here we use a Theano Op that contains both the forward model (i.e. the linear equation in this case) and the likelihood calculation. The quantity of interest is calculated with the perform() function and it is the mean of linear predictions given theta from all data points." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class Likelihood(tt.Op):\n", " # Specify what type of object will be passed and returned to the Op when it is\n", " # called. In our case we will be passing it a vector of values (the parameters\n", " # that define our model) and returning a scalar (likelihood)\n", " itypes = [tt.dvector]\n", " otypes = [tt.dscalar]\n", "\n", " def __init__(self, x, y, pymc3_model):\n", " \"\"\"\n", " Initialise the Op with various things that our likelihood requires.\n", " Parameters\n", " ----------\n", " x:\n", " The x points.\n", " y:\n", " The y points.\n", " pymc3_model:\n", " The pymc3 model.\n", " \"\"\"\n", " self.x = x\n", " self.y = y\n", " self.pymc3_model = pymc3_model\n", "\n", " def perform(self, node, inputs, outputs):\n", " intercept = inputs[0][0]\n", " x_coeff = inputs[0][1]\n", "\n", " # this uses the linear model to calculate outputs\n", " temp = intercept + x_coeff * self.x\n", " # this saves the quantity of interest to the pymc3 model variable Q\n", " self.pymc3_model.Q.set_value(temp.mean())\n", " # this calculates the likelihood value\n", " outputs[0][0] = np.array(-(0.5 / s**2) * np.sum((temp - self.y) ** 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the coarse models\n", "Here we create the coarse models for MLDA. \n", "We need to include a `pm.Data()` variable `Q` in each one of those models, instantiated at `0.0`. These variables are set during sampling when the Op code under `perform()` runs." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":9: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", " Q = pm.Data(\"Q\", np.float(0.0))\n", ":32: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", " Q = pm.Data(\"Q\", np.float(0.0))\n" ] } ], "source": [ "mout = []\n", "coarse_models = []\n", "\n", "# Set up models in pymc3 for each level - excluding finest model level\n", "# Level 0 (coarsest)\n", "with pm.Model() as coarse_model_0:\n", " # A variable Q has to be defined if you want to use the variance reduction feature\n", " # Q can be of any dimension - here it a scalar\n", " Q = pm.Data(\"Q\", np.float(0.0))\n", "\n", " # Define priors\n", " intercept = pm.Normal(\"Intercept\", 0, sigma=20)\n", " x_coeff = pm.Normal(\"x\", 0, sigma=20)\n", "\n", " # convert thetas to a tensor vector\n", " theta = tt.as_tensor_variable([intercept, x_coeff])\n", "\n", " # Here we instantiate a Likelihood object using the class defined above\n", " # and we add to the mout list. We pass the coarse data x_coarse_0 and y_coarse_0\n", " # and the coarse pymc3 model coarse_model_0. This creates a coarse likelihood.\n", " mout.append(Likelihood(x_coarse_0, y_coarse_0, coarse_model_0))\n", "\n", " # This uses the likelihood object to define the likelihood of the model, given theta\n", " pm.Potential(\"likelihood\", mout[0](theta))\n", "\n", " coarse_models.append(coarse_model_0)\n", "\n", "# Level 1\n", "with pm.Model() as coarse_model_1:\n", " # A variable Q has to be defined if you want to use the variance reduction feature\n", " # Q can be of any dimension - here it a scalar\n", " Q = pm.Data(\"Q\", np.float64(0.0))\n", "\n", " # Define priors\n", " intercept = pm.Normal(\"Intercept\", 0, sigma=20)\n", " x_coeff = pm.Normal(\"x\", 0, sigma=20)\n", "\n", " # convert thetas to a tensor vector\n", " theta = tt.as_tensor_variable([intercept, x_coeff])\n", "\n", " # Here we instantiate a Likelihood object using the class defined above\n", " # and we add to the mout list. We pass the coarse data x_coarse_1 and y_coarse_1\n", " # and the coarse pymc3 model coarse_model_1. This creates a coarse likelihood.\n", " mout.append(Likelihood(x_coarse_1, y_coarse_1, coarse_model_1))\n", "\n", " # This uses the likelihood object to define the likelihood of the model, given theta\n", " pm.Potential(\"likelihood\", mout[1](theta))\n", "\n", " coarse_models.append(coarse_model_1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the fine model and sample\n", "Here we define the fine (i.e. correct) model and sample from it using MLDA (with and without variance reduction).\n", "Note that `Q` is used here too.\n", "\n", "We create two MLDA samplers, one with VR activated and one without." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sequential sampling (2 chains in 1 job)\n", "MLDA: [x, Intercept]\n" ] }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model() as model:\n", " # A variable Q has to be defined if you want to use the variance reduction feature\n", " # Q can be of any dimension - here it a scalar\n", " Q = pm.Data(\"Q\", np.float64(0.0))\n", "\n", " # Define priors\n", " intercept = pm.Normal(\"Intercept\", 0, sigma=20)\n", " x_coeff = pm.Normal(\"x\", 0, sigma=20)\n", "\n", " # convert thetas to a tensor vector\n", " theta = tt.as_tensor_variable([intercept, x_coeff])\n", "\n", " # Here we instantiate a Likelihood object using the class defined above\n", " # and we add to the mout list. We pass the fine data x and y\n", " # and the fine pymc3 model model. This creates a fine likelihood.\n", " mout.append(Likelihood(x, y, model))\n", "\n", " # This uses the likelihood object to define the likelihood of the model, given theta\n", " pm.Potential(\"likelihood\", mout[-1](theta))\n", "\n", " # MLDA with variance reduction\n", " step_with = pm.MLDA(\n", " coarse_models=coarse_models, subsampling_rates=nsub, variance_reduction=True\n", " )\n", "\n", " # MLDA without variance reduction\n", " step_without = pm.MLDA(\n", " coarse_models=coarse_models,\n", " subsampling_rates=nsub,\n", " variance_reduction=False,\n", " store_Q_fine=True,\n", " )\n", "\n", " # sample\n", " trace1 = pm.sample(\n", " draws=ndraws,\n", " step=step_with,\n", " chains=nchains,\n", " tune=ntune,\n", " discard_tuned_samples=True,\n", " random_seed=RANDOM_SEED,\n", " cores=1,\n", " )\n", "\n", " trace2 = pm.sample(\n", " draws=ndraws,\n", " step=step_without,\n", " chains=nchains,\n", " tune=ntune,\n", " discard_tuned_samples=True,\n", " random_seed=RANDOM_SEED,\n", " cores=1,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show stats summary" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
Intercept1.0020.0390.9331.0800.0010.0012487.02481.02501.02887.01.0
x1.9960.0671.8752.1230.0010.0012535.02535.02536.02862.01.0
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" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean \\\n", "Intercept 1.002 0.039 0.933 1.080 0.001 0.001 2487.0 \n", "x 1.996 0.067 1.875 2.123 0.001 0.001 2535.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "Intercept 2481.0 2501.0 2887.0 1.0 \n", "x 2535.0 2536.0 2862.0 1.0 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with model:\n", " trace1_az = az.from_pymc3(trace1)\n", "az.summary(trace1_az)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
Intercept1.0020.0410.9241.0750.0010.0013206.03206.03186.03919.01.0
x1.9970.0701.8662.1270.0010.0013264.03255.03263.03773.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean \\\n", "Intercept 1.002 0.041 0.924 1.075 0.001 0.001 3206.0 \n", "x 1.997 0.070 1.866 2.127 0.001 0.001 3264.0 \n", "\n", " ess_sd ess_bulk ess_tail r_hat \n", "Intercept 3206.0 3186.0 3919.0 1.0 \n", "x 3255.0 3263.0 3773.0 1.0 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with model:\n", " trace2_az = az.from_pymc3(trace2)\n", "az.summary(trace2_az)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show traceplots" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace1_az)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace1_az)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimate standard error of two methods\n", "Compare standard error of Q estimation between:\n", "- Standard approach: Using only Q values from the fine chain (Q_2) - samples from MLDA without VR\n", "- Collapsing sum (VR) approach: Using Q values from the coarsest chain (Q_0), plus all estimates of differences between levels (in this case Q_1_0 and Q_2_1) - samples from MLDA with VR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 0) Convenience function for quantity of interest estimate\n", "The easiest way to extract the quantity of interest expectation and standard error for the collapsing sum (VR) approach directly from the trace is to use the `extract_Q_estimate(...)` function as shown here.\n", "\n", "In the remaining part of the notebook we demonstrate the extraction in detail without using this convenience function." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0005638367325767 0.00022441567873480883\n" ] } ], "source": [ "Q_expectation, Q_SE = pm.step_methods.mlda.extract_Q_estimate(trace=trace1, levels=3)\n", "print(Q_expectation, Q_SE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1) Extract quantities of interest from the traces\n", "This requires some reshaping with numpy. Note that we append the samples from all chains into one long array." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Q_0 mean = 2.000553055055296\n", "Q_1_0 mean = -0.010069727227140116\n", "Q_2_1 mean = 0.010080508904420811\n", "Q_2 mean = 1.9999261715750685\n", "Standard method: Mean: 1.9999261715750685\n", "VR method: Mean: 2.0005638367325767\n" ] } ], "source": [ "# MLDA without VR\n", "Q_2 = trace2.get_sampler_stats(\"Q_2\").reshape((1, nchains * ndraws))\n", "\n", "# MLDA with VR\n", "Q_0 = np.concatenate(trace1.get_sampler_stats(\"Q_0\")).reshape((1, nchains * ndraws * nsub * nsub))\n", "Q_1_0 = np.concatenate(trace1.get_sampler_stats(\"Q_1_0\")).reshape((1, nchains * ndraws * nsub))\n", "Q_2_1 = np.concatenate(trace1.get_sampler_stats(\"Q_2_1\")).reshape((1, nchains * ndraws))\n", "\n", "# Estimates\n", "Q_mean_standard = Q_2.mean()\n", "Q_mean_vr = Q_0.mean() + Q_1_0.mean() + Q_2_1.mean()\n", "\n", "print(f\"Q_0 mean = {Q_0.mean()}\")\n", "print(f\"Q_1_0 mean = {Q_1_0.mean()}\")\n", "print(f\"Q_2_1 mean = {Q_2_1.mean()}\")\n", "print(f\"Q_2 mean = {Q_2.mean()}\")\n", "print(f\"Standard method: Mean: {Q_mean_standard}\")\n", "print(f\"VR method: Mean: {Q_mean_vr}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculate variances of Q quantity samples\n", "This shows that the variances of the differences is orders of magnitude smaller than the variance of any of the chains" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.000414235279421214" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_2.var()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0010760873150945423" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_0.var()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.3175382954631006e-07" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_1_0.var()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.1469959605972495e-07" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_2_1.var()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculate standard error of each term using ESS" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "ess_Q0 = az.ess(np.array(Q_0, np.float64))\n", "ess_Q_1_0 = az.ess(np.array(Q_1_0, np.float64))\n", "ess_Q_2_1 = az.ess(np.array(Q_2_1, np.float64))\n", "ess_Q2 = az.ess(np.array(Q_2, np.float64))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3583.1266973140664 21397.989450048717 8294.638940009752 2533.2315562978047\n" ] } ], "source": [ "# note that the chain in level 2 has much fewer samples than the chain in level 0 (because of the subsampling rates)\n", "print(ess_Q2, ess_Q0, ess_Q_1_0, ess_Q_2_1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard errors are estimated by $Var(Q) \\over ESS(Q)$. \n", "It is clear that the differences have standard errors much lower than levels 0 and 2" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.156072096841363e-07" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_2.var() / ess_Q2" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.0289178691603306e-08" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_0.var() / ess_Q0" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.7940195013001685e-11" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_1_0.var() / ess_Q_1_0" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.5277975388618976e-11" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q_2_1.var() / ess_Q_2_1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculate total standard errors of the two competing estimates with different chunks of the sample\n", "The graph shows how the errors decay when we collect more samples, demonstrating the gains of the VR technique in terms of standard error reduction." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "step = 100\n", "\n", "Q2_SE = np.zeros(int(nchains * ndraws / step))\n", "Q0_SE = np.zeros(int(nchains * ndraws / step))\n", "Q_1_0_SE = np.zeros(int(nchains * ndraws / step))\n", "Q_2_1_SE = np.zeros(int(nchains * ndraws / step))\n", "E_standard_SE = np.zeros(int(nchains * ndraws / step))\n", "E_VR_SE = np.zeros(int(nchains * ndraws / step))\n", "k = 0\n", "\n", "for i in np.arange(step, nchains * ndraws + 1, step):\n", " Q2_SE[k] = Q_2[0, 0:i].var() / az.ess(np.array(Q_2[0, 0:i], np.float64))\n", " Q0_SE[k] = Q_0[0, 0 : i * (nsub**2)].var() / az.ess(\n", " np.array(Q_0[0, 0 : i * (nsub**2)], np.float64)\n", " )\n", " Q_1_0_SE[k] = Q_1_0[0, 0 : i * nsub].var() / az.ess(\n", " np.array(Q_1_0[0, 0 : i * nsub], np.float64)\n", " )\n", " Q_2_1_SE[k] = Q_2_1[0, 0:i].var() / az.ess(np.array(Q_2_1[0, 0:i], np.float64))\n", " E_standard_SE[k] = np.sqrt(Q2_SE[k])\n", " E_VR_SE[k] = np.sqrt(Q0_SE[k] + Q_1_0_SE[k] + Q_2_1_SE[k])\n", " k += 1\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "for axis in [ax.yaxis]:\n", " axis.set_major_formatter(ScalarFormatter())\n", "\n", "ax.plot(np.arange(step, nchains * ndraws + 1, step), E_standard_SE)\n", "ax.plot(np.arange(step, nchains * ndraws + 1, step), E_VR_SE)\n", "plt.xlabel(\"Samples drawn\", fontsize=18)\n", "plt.ylabel(\"Standard error\", fontsize=18)\n", "ax.legend([\"Standard estimator\", \"Variance reduction estimator\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sat Feb 06 2021\n", "\n", "Python implementation: CPython\n", "Python version : 3.8.6\n", "IPython version : 7.20.0\n", "\n", "theano : 1.1.2\n", "arviz : 0.11.0\n", "sys : 3.8.6 | packaged by conda-forge | (default, Jan 25 2021, 23:22:12) \n", "[Clang 11.0.1 ]\n", "matplotlib: None\n", "numpy : 1.20.0\n", "pymc3 : 3.11.0\n", "\n", "Watermark: 2.1.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "kernelspec": { "display_name": "Python PyMC3 (Dev)", "language": "python", "name": "pymc3-dev-py38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }