From 7c4556bb3a8e5c4b5f84cf1490ea660ddf077eda Mon Sep 17 00:00:00 2001 From: Wolfgang Bangerth Date: Wed, 20 Mar 2019 08:55:20 -0600 Subject: [PATCH] Write the documentation. --- MCMC-Laplace/Readme.md | 225 +++++++++++++++++++++++++ MCMC-Laplace/doc/author | 1 + MCMC-Laplace/doc/builds-on | 1 + MCMC-Laplace/doc/dependencies | 1 + MCMC-Laplace/doc/entry-name | 1 + MCMC-Laplace/doc/exact-coefficient.png | Bin 0 -> 12164 bytes MCMC-Laplace/doc/exact-solution.png | Bin 0 -> 339640 bytes MCMC-Laplace/doc/tooltip | 1 + 8 files changed, 230 insertions(+) create mode 100644 MCMC-Laplace/Readme.md create mode 100644 MCMC-Laplace/doc/author create mode 100644 MCMC-Laplace/doc/builds-on create mode 100644 MCMC-Laplace/doc/dependencies create mode 100644 MCMC-Laplace/doc/entry-name create mode 100644 MCMC-Laplace/doc/exact-coefficient.png create mode 100644 MCMC-Laplace/doc/exact-solution.png create mode 100644 MCMC-Laplace/doc/tooltip diff --git a/MCMC-Laplace/Readme.md b/MCMC-Laplace/Readme.md new file mode 100644 index 0000000..2b0a14b --- /dev/null +++ b/MCMC-Laplace/Readme.md @@ -0,0 +1,225 @@ +Readme file for MCMC-Laplace +============================ + +@note The intent and implementation of this program is extensively + described in D. Aristoff and W. Bangerth: "to be completed upon + actually writing the paper". See there for more information. + +Motivation for project +---------------------- + +Inverse problems are problems in which one (typically) wants to infer +something about the internal properties of body by measuring how it +reacts to an external stimulus. An example would be that you want to +determine the stiffness parameters of a membrane by applying an +external force to it and measuring how it deforms. A more complicated +inverse problem is determining the three-dimensional make-up of the +Earth by measuring the time it takes for seismic waves to travel +from the source of an Earthquake to far-away detectors. Most +biomedical imaging techniques are also inverse problems. + +The traditional approach to inverse problems is to ask the question +which hypothesized make-up of the body would result in predicted +reactions that are "closest" to the measured one. This formulation of +the problem is what is now generally called the "deterministic inverse +problem", and it is an optimization problem: Among all possible +make-ups of the body, which one minimizes the difference between +predicted measurements and actual measurements. + +Since the late 1990s, a second paradigm for the formulation has come +into play: "Bayesian inverse problems". It rests on the observation +that our measurements are not exact but rather that certain values are +just more or less likely to show up on the dial of the instrument we +measure with. For example, if a device measures the +deformation of a membrane as 2.85 cm, and if we know that the measuring +device has a Gaussian-distributed uncertainty with standard deviation +0.05 cm, then the Bayesian inverse problem asks for finding a probability +distribution among all of the make-ups of the body so that the +predicted measurements have the observed distribution of a Gaussian +with mean 2.85 cm and standard deviation 0.05 cm. + +To make things more concrete, let us denote the parameters that +describe the internal make-up of the membrane as the vector $\mathbf +a$, and the measured deflections at a set of measurement points as +$\mathbf z$. Assume that we have measured a set of values $\hat +{\mathbf z}$, +and that we know that each of these measurements is normal distributed +with standard deviation $\sigma$, i.e., that the "real" values are +$\mathbf z \sim N(\hat {\mathbf z}, \sigma I)$ -- i.e., normally +distributed with mean $\hat {\mathbf z}$ and covariance matrix $\sigma +I$. + +Let us further assume that for each set of parameters $\mathbf a$, we +can predict measurements $\mathbf z=\mathbf F(\mathbf a)$ with some +function $\mathbf F(\cdot)$ that in general will involve solving a +partial differential equation with known external applied force and +given trial coefficients $\mathbf a$. What we are interested in is +what the probability distribution $\pi(\mathbf a)$ is so that the +corresponding $\pi(\mathbf z)=\pi(\mathbf F(\mathbf a))=N(\hat{\mathbf +z},\sigma I)$. This problem can, in general, not be solved exactly +because we only know $\mathbf F$, the parameters-to-measurements map +that can be evaluated by solving the PDE and then evaluating the +solution at individual points, but not the inverse of $\mathbf +F$. But, it is possible to *sample* from the distribution $\pi(\mathbf +a)$ using Monte Carlo Markov Chain (MCMC) methods. + +This is what this program does, in essence. The formulation of the +problem is marginally more complicated than outlined above, also +taking into account a prior distribution that describes some +assumptions we may have on the parameter. But in essence, this is what +we are doing: + +- There is a Metropolis-Hastings that implements a Markov Chain to + sample from $\pi(\mathbf a)$. The Markov chain that results from + this is then a (very long) sequence of samples $\mathbf a_1, \mathbf + a_2, \ldots$ that are written to a (potentially very large) output + file. If you don't know what a Metropolis-Hastings sampler is, or + how a sequence of samples approximates a probability distribution, + then you will probably want to take a look at the Wikipedia pages + for + [Markov Chain Monte + Carlo](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) + methods and for the + [Metropolis-Hastings + algorithm](https://en.wikipedia.org/wiki/Metropolis%E2%80%93Hastings_algorithm). + +- As part of the sampling process, we need to solve the PDE that + describes the physical system here. + +- The remainder of the program is devoted to the description of the + distribution $\pi(\mathbf z)$ we provide as input, as well as a + number of other pieces of information that enter into the definition + of what exactly the Metropolis-Hastings sampler does here. + +@note This program computes samples the brute force way. We want to + compute billions of samples using a simple algorithm because we want + a benchmark that smarter algorithms can be tested again. The point + isn't that the Metropolis-Hastings algorithm as implemented here + (using, in particular, an isotropic proposal distribution) is the + sharpest tool in the shed -- it isn't -- but that it is reliable and + robust. We want to see what it converges to, and how fast, so that + we can test better sampling methods against this baseline. + + +More detailed properties of the code in MCMC-Laplace +---------------------------------------------------- + +To be concise, the problem we are considering is the following: We are +assuming that the membrane we are deforming through an external force +is a square with edge length 1 (i.e., the domain is +$\Omega=(0,1)^2$) and that it is made up of $8\times 8$ smaller +squares each of which has a constant stiffness $a_k, +k=0,\ldots,63$. In other words, we would like to find the vector +$\mathbf a=(a_0,\ldots,a_{63})^T$ for which the predicted deformation +matches our measurements $\hat{\mathbf z}$ in the sense discussed +above. + +The model of deformation we consider is the Poisson equation with a +non-constant coefficient: +@f{align*}{ + -\nabla \cdot (a(\mathbf x) \nabla u(\mathbf x) &= f(\mathbf x) + \qquad\qquad &&\text{in}\ \Omega, + \\ + u(\mathbf x) &= 0 + \qquad\qquad &&\text{on}\ \partial\Omega. +@f} +Here, the spatially variable coefficient $a(\mathbf x)$ corresponds to +the 64 values in $\mathbf a$ by mapping the elements of $\mathbf a$ to +regions of the mesh. We choose $f=10$, which results in a solution +that is approximately equal to one at its maximum. The following +picture shows this solution $u$: +![Solution u(x)](./doc/exact-solution.png) +The coefficient values that correspond to this solution (the "exact" +coefficient from which the measurements $\hat{\mathbf z}$ were +generated) looks as follows: +![Exact coefficient a(x)](./doc/exact-coefficient.png) + +For every given coefficient $\mathbf a$, the corresponding measurement +values $z_i, i=0,\ldots,168$ are then obtained by evaluating the +solution $u$ on a $13\times 13$ grid of equidistance points $\mathbf +x_i$. + +You will find these concepts mapped into the code as part of the +`PoissonSolver` class. Of particular interest may be the fact that the +computation of $\mathbf z$ by evaluating $u$ at individual points is a +linear operation, and consequently can be represented using a matrix +applied to the solution vector. (In the code, this corresponds to the +`PoissonSolver::measurement_matrix` member variable.) Furthermore, we +make the assumption that the mesh used in solving the PDE is at least +as fine as the $8\times 8$ mesh used to represent the coefficient +$\mathbf a$ we would like to infer; then, the coefficient is constant +on each cell, and we can get the value of the coefficient on a given +cell by looking up the corresponding value of the element of the +vector $\mathbf a$. We store the index of this vector element in the +`user_index` property that deal.II provides for each cell, and set +this connection up in `PoissonSolver::setup_system()`. + +The only other part worth discussing about this program is that it is +set up for *speed*. This program implementing a benchmark, we are +interested generating as many samples as possible -- the paper +mentioned at the top of this page shows data obtained from more than +$10^{10}$ samples. To compute this many samples, solving the PDE +cannot take too long or we would never finish the paper. The question +then is how, given a set of coefficients $\mathbf a$, we can assemble +and solve the linear systems for the Poisson equation as quickly as +possible. In the current program, this is done using the observation +that the local contribution to the global matrix is simply a matrix +that is the same for every cell (because we are using a mesh in which +every cell looks the same) times the coefficient for the current +cell. This is because we know that the coefficient is constant on +every cell, as discussed above. As a consequence, we compute the local +matrix (with a unit coefficient) only once, in +`PoissonProblem::setup_system()`, using the very first cell. We do the +same with the local right hand side vector, which is again the same +for every cell because the right hand side function is constant. + +During assembly of the linear system, we then only need to recall +these local matrix and right hand side contributions, multiply the +local matrix by the coefficient of the current cell, and then copy +everything into the global matrix as usual. + +When solving the linear system, it turns out that the problems we +consider are small enough that a direct solver (specifically, the +`SparseDirectUMFPACK` class) is the fastest method. + + +To run the code +--------------- + +After running `cmake` and compiling via `make` (or, if you have used +the `-G ...` option of `cmake`, compiling the program via your +favorite integrated development environment), you can run the +executable by either just saying `make run` or using `./mcmc-laplace` +on the command line. The default is to compile in "debug mode"; you +can switch to "release mode" by saying `make release` and then +compiling everything again. + +The program as is will run in around 40 seconds on a current machine +at the time of writing this program when compiled in release +mode. This is in the test mode that is the default setting selected in +the `main()` function, and it produces 10,000 samples. This is enough +to get an idea of what the program does. For real simulations, such as +those discussed in the paper referenced at the top, one of course +wants to have many many more samples; if you select `testing = false` +at the top of `main()`, the program will create +250*60*60*24*30=648,000,000 samples, which will take around a month to +run in release mode. That may be more than you've bargained for, but +you can always terminate the program, or just select a smaller number +of samples at the bottom of `main()`. + +When not in testing mode, the program initializes all random number +generators that are part of the Metropolis-Hastins algorithms with a +seed that is created using the +[`std::random_device()`](https://en.cppreference.com/w/cpp/numeric/random/random_device) +function, a function that uses the operating system to create a seed +that may take into account the current time, the amount of data +written to disk over the past hour, the amount of internet traffic +that has gone through the machine in the last hour, and similar pieces +of pretty much random information. As a consequence, the seed is then +pretty much guaranteed to be different from program invokation to +program invokation, and consequently we will get different random +number sequences every time. The output file is tagged with a string +representation of this random seed, so that it is safe to run the same +program multiple times at the same time in the same directory, with +each running program writing a different sequence of samples into +separate files. diff --git a/MCMC-Laplace/doc/author b/MCMC-Laplace/doc/author new file mode 100644 index 0000000..a73544d --- /dev/null +++ b/MCMC-Laplace/doc/author @@ -0,0 +1 @@ +Wolfgang Bangerth diff --git a/MCMC-Laplace/doc/builds-on b/MCMC-Laplace/doc/builds-on new file mode 100644 index 0000000..48a0f73 --- /dev/null +++ b/MCMC-Laplace/doc/builds-on @@ -0,0 +1 @@ +step-4 diff --git a/MCMC-Laplace/doc/dependencies b/MCMC-Laplace/doc/dependencies new file mode 100644 index 0000000..c873efc --- /dev/null +++ b/MCMC-Laplace/doc/dependencies @@ -0,0 +1 @@ +UMFPACK diff --git a/MCMC-Laplace/doc/entry-name b/MCMC-Laplace/doc/entry-name new file mode 100644 index 0000000..8c6b5e9 --- /dev/null +++ b/MCMC-Laplace/doc/entry-name @@ -0,0 +1 @@ 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