{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "# disable FutureWarnings to have a cleaner output\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "\n", "# move to previouse directory to access the privugger code\n", "import os, sys\n", "sys.path.append(os.path.join(\"../../\"))\n", "\n", "# external libraries used in the notebook\n", "import numpy as np\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "\n", "# privugger library\n", "import privugger as pv" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Getting started with privugger\n", "\n", "This tutorial shows a simple example on using privugger to analyze a program that computes the average of a set of ages. Privugger is based on the privug method introduced in [this paper](https://arxiv.org/abs/2011.08742)-you may want to have a look at the paper if some of the concepts explained below are new to you." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Program to analyze\n", "\n", "Privugger is a tool to quantify privacy risks in python _programs_. Consequently, the very first step is to define the program we want to analyze.\n", "\n", "In this example, we consider a program computing the average of a list of ages. The program takes as input a `numpy` array whose elements are of type `Float` (each element correspond to an age)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def avg(ages):\n", " return (ages.sum()) / (ages.size)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "At first sight, one might think that releasing publicly the output of the program should no pose any privacy. Let's verify whether this is the case with Privugger." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Input specification (attacker knowledge about the input)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "The next step in using privugger is to specify the knowledge of our (assumed) attacker about the input of the program. In other words, what are our assumptions on what the attacker knows about the ages used in this program?\n", "\n", "In this example, we assume that the dataset contains the ages of 100 individuals, and that the attacker believes that the most likely age for the individuals is 35, but she is not certain about it.\n", "\n", "The above attacker knowledge can be modeled with a [Normal distribution](https://en.wikipedia.org/wiki/Normal_distribution) with mean 35 and some standard deviation to amount for the uncertainty (in this case we choose a standard deviation of 2)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# input spec\n", "ages = pv.Normal('ages',mu=35,std=2,num_elements=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After we define the specification of the input, we wrap everything into a _dataset_. Datasets are objects modeling the input of the programs we want to analyze. In this case, our program of interest takes an array of ages. Consequently, the dataset constructor takes as only input the specification of this array (defined in the cell above).\n", "\n", "If the program under analysis had more parameters, the `input_specs` parameter below should have as many elements as parameters in the program. The elements in `input_specs` do not necessarily need to be arrays, they can only be scalars. For instance, if ages if defined as `num_elements=1` then it models a single age." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# create a privugger dataset\n", "ds = pv.Dataset(input_specs=[ages])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Program specification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is program specification. That is, we put together the program's code and the specification of the input. Additionally, we need to indicate the type of the output of the program.\n", "\n", "In the cell below, we create a `Program` object that encapsulates the program specification. The first parameter specifies the name of the distribution of the output of this program. The parameter `dataset` takes a privugger `Dataset` matching the signature of the program to analyze. This program is specified in `function` which may be a python method or a file containing the method to analyze. Finally, in `output_type` we specify the type of the output of the program.\n", "\n", "The program output distribution is automatically named `'output'`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "program = pv.Program('output',\n", " dataset=ds, \n", " output_type=pv.Float, \n", " function=avg)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Observation specification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this step, we may add an _observation_ to any of the program variables. Observations are predicates modeling binary inequalities. They have the form $a \\, R \\, b$ with $a, b \\in \\mathbb{N}$ or $a,b \\in \\mathbb{R}$ and $R \\in \\{<,>,=<,>=,==\\}$. Additionally, observation have a `precision` parameter that allow us to model the strength of the observation. This is important as, e.g., in continuous domains the probability of any single outcome is 0. A precision of 0 requires the observation to hold with probability 1, the larger the precision the lower the probability require for the observation to hold.\n", "\n", "Here we add an observation saying that the output equals 44 and with a precision of 0.1." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "program.add_observation('output==44', precision=0.1)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Inference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this step, we infer the distributions of all the variables we defined above. We may choose different backends for this purpose. Currently we support [PyMC3](https://docs.pymc.io/en/stable/) (used in this example) and [scipy](https://www.scipy.org/).\n", "\n", "The output of the `infer` method is a `InferenceData` compatible with many statistics libraries for plotting or computing statistics (see section below)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Initializing NUTS failed. Falling back to elementwise auto-assignment.\n", "Multiprocess sampling (2 chains in 4 jobs)\n", "Slice: [ages]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [22000/22000 06:31<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 10_000 draw iterations (2_000 + 20_000 draws total) took 392 seconds.\n" ] } ], "source": [ "trace = pv.infer(program, \n", " cores=4,\n", " draws=10_000,\n", " method='pymc3')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Posterior Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we show some analysis we can perform with the trace generated using privugger." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution visualization\n", "\n", "As a first example of analysis, we use the `arviz` library to visualize the distribution of the output of the `avg` program." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_posterior(trace, var_names=['output'], hdi_prob=.95, point_estimate='mode'); # plot the inferred distribution of the output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot indicates that values of the output of the `avg` between 42.0 and 42.5 are the most likely with anything else having probability < 0.05. This is due to the effect of the observation we set up earlier. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualize the distribution of each of the elements in the dataset (recall the dataset consisted in a list of 10 elements modeling the age of different individuals)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/pardo/.local/lib/python3.8/site-packages/arviz/plots/plot_utils.py:271: UserWarning: rcParams['plot.max_subplots'] (40) is smaller than the number of variables to plot (100) in plot_posterior, generating only 40 plots\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_posterior(trace, var_names=['ages'], hdi_prob=.95, point_estimate='mode'); # plot the inferred distribution of the output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the distribution of a concrete individual to inspect the knowledge of the attacker after observation.\n", "\n", "The plot below show that the attacker believes that the most likely age for individual 0 is 42 and considers plausible ages from 38 to 46. The orange line marks the probability of of the age being greater or less than 35. Remember that this was the age that the attacker considered most likely in the prior. Here can observe that, in the posterior, the attacker completely discards 35 as a possible age for individual 0." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_posterior(trace,\n", " var_names=['ages'], \n", " coords={'ages_dim_0': [0]},\n", " point_estimate='mode',\n", " hdi_prob=.95, \n", " ref_val=35);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prior vs Posterior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualize the change in knowledge by plotting the prior and posterior distributions of one of the individuals. We do this by extracting the samples of the individual, and, e.g., generating some samples using `scipy` from the prior distribution we chose." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pymc3 as pm\n", "model = pv.infer(program,return_model=True)\n", "posterior_alice_age = trace.posterior['ages'][:,:,0].values.flatten()\n", "prior_alice_age = pm.sample_prior_predictive(model=model, samples=posterior_alice_age.size)['ages'][:,0]\n", "\n", "az.plot_dist(prior_alice_age,label='Prior',color='orange')\n", "az.plot_dist(posterior_alice_age,label='Posterior')\n", "plt.title('Prior vs Posterior attacker knowledge')\n", "plt.xlabel('Age of Alice')\n", "plt.legend(loc='best')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These plots show a shift towards ages > 35 from prior to posterior." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In comparing distributions, the difference gives us information about how distant they are. If the difference is 0 with low variance, it means that the prior attacker knowledge did not change after observation. Otherwise, the larger the distance the less accurate the prior attacker knowledge was. A large standard deviation in the difference distribution indicates uncertainty in the conclusion.\n", "\n", "There exist other (possibly better) metrics to measure distance between distribution that are supported in privugger, see sections below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_posterior(posterior_alice_age-prior_alice_age,\n", " point_estimate='mode',\n", " hdi_prob=.95,\n", " ref_val=0)\n", "plt.title('Posterior minus prior')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Probability queries and standard statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also query the traces to obtain to query the distributions and compute standard statistics. \n", "\n", "Note that some of this statistics were already printed in the visualizations." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability queries\n", "P(age_0<35) = 0.5001\n", "P(age_0<35|o≈55) = 0.0002\n", "P(age_0<35 \\/ age_0>42|o≈42) = 0.50755\n", "P(age_0>35 /\\ age_0<42|o≈42) = 0.49245\n", "\n", "\n", "Standard statistics\n", "E[age_0] = 42.01108224920021\n", "SD[age_0] = 2.0087944217930924\n", "Var[age_0] = 4.035255029027044\n", "95%_HDI[age_0] = [37.95512445 45.80921166]\n" ] } ], "source": [ "print('Probability queries')\n", "print('P(age_0<35) = '+str(np.mean(prior_alice_age<35)))\n", "print('P(age_0<35|o≈55) = '+str(np.mean(posterior_alice_age<35)))\n", "print('P(age_0<35 \\/ age_0>42|o≈42) = '+str(np.mean((posterior_alice_age<35) | (posterior_alice_age>42))))\n", "print('P(age_0>35 /\\ age_0<42|o≈42) = '+str(np.mean((posterior_alice_age>35) & (posterior_alice_age<42))))\n", "\n", "print('\\n')\n", "\n", "print('Standard statistics')\n", "print('E[age_0] = ',np.mean(posterior_alice_age))\n", "print('SD[age_0] = ',np.std(posterior_alice_age))\n", "print('Var[age_0] = ',np.std(posterior_alice_age)**2)\n", "print('95%_HDI[age_0] = ',az.hdi(posterior_alice_age,hdi_prob=.95))" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### Quantitative Information Flow (QIF) metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Traces can also be used to compute standard information theoretic and quantitative information flow metrics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mutual Information" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The privugger library comes with an interface to call the mutual information estimator from SKlearn." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I(age_0;output) = [0.00190783]\n" ] } ], "source": [ "output = trace.posterior['output'].values.flatten()\n", "print(\"I(age_0;output) = \", pv.mi_sklearn([posterior_alice_age,output],input_inferencedata=False))" ] } ], "metadata": { "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": "3.8.10" }, "name": "Tutorial.ipynb", "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }