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| -## Put comments here that give an overall description of what your |
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| -## functions do |
| 1 | +## cachematrix.R: Cache a matrix and its inverse |
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| -## Write a short comment describing this function |
| 3 | +## These functions support caching of a matrix and its inverse in order to |
| 4 | +## avoid potentially-lenghty computations: A given matrix's inverse is |
| 5 | +## calculated once and then cached for future use. |
| 6 | +## |
| 7 | +## How to use: |
| 8 | +## |
| 9 | +## m <- matrix(c(1, 4, 5, 2, 0, 8, 3, 2, 5), 3, 3) # The original matrix |
| 10 | +## mcached <- makeCacheMatrix(m) # Cache the matrix |
| 11 | +## minv <- cacheSolve(mcached) # Find inverse and cache |
| 12 | +## minv2 <- cacheSolve(mcached) # Return cached inverse |
| 13 | +## |
| 14 | +## How it works: |
| 15 | +## |
| 16 | +## The makeCacheMatrix() and cacheSolve() functions use closures, defined |
| 17 | +## as "a function or reference to a function together with a referencing |
| 18 | +## environment--a table storing a reference to each of the non-local variables |
| 19 | +## (also called free variables or upvalues) of that function" (Wikipedia). |
| 20 | +## |
| 21 | +## When invoked makeCacheMatrix() defines four "getter" and "setter" functions |
| 22 | +## and then returns a list containing references to each of the four functions. |
| 23 | +## Each of the functions is bound to the environment associated with that |
| 24 | +## particular invocation of makeCacheMatrix(). The environment in turn contains |
| 25 | +## two variables x and inv used for storing the cached matrix and its inverse. |
| 26 | +## (These variables are defined in makeCacheMatrix() itself, and thus are |
| 27 | +## free variables with respect to the four getter and setter functions.) |
| 28 | +## |
| 29 | +## The variable x is set to the value of the matrix originally passed to |
| 30 | +## makeCacheMatrix(), and the variable inv is set to the inverse of the matrix |
| 31 | +## as calculated in the cacheSolve() function. |
5 | 32 |
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| 33 | + |
| 34 | +## Create an object to hold a matrix and its (cached) inverse. |
6 | 35 | makeCacheMatrix <- function(x = matrix()) {
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7 | 36 |
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| -} |
| 37 | + # x and inv are variables in the (new) environment that is |
| 38 | + # instantiated each time makeCacheMatrix() is called. |
| 39 | + inv <- NULL |
| 40 | + |
| 41 | + # Define getter and setter functions referencing x and inv. |
| 42 | + |
| 43 | + # Set the object's matrix value and clear the cached inverse. |
| 44 | + set <- function(y) { |
| 45 | + # NOTE: We use the <<- assignment operator because we want to |
| 46 | + # set the variables x and inv in the environment associated |
| 47 | + # with this particular invocation of makeCacheMatrix(), the one |
| 48 | + # in which this and the other getter and setter functions are |
| 49 | + # being defined. |
| 50 | + # |
| 51 | + # (In other words, we want to treat x and inv as free variables |
| 52 | + # as far as this function is concerned. If the <- assignment |
| 53 | + # operator were used instead then x and inv would be created as |
| 54 | + # local variables in this function, and their values would not |
| 55 | + # be visible in the other getter and setter functions.) |
| 56 | + x <<- y |
| 57 | + inv <<- NULL |
| 58 | + } |
| 59 | + |
| 60 | + # Retrieve the matrix value of the object. |
| 61 | + get <- function() { |
| 62 | + # Since x was not previously defined in this function it is |
| 63 | + # considered a free variable, and hence is looked up in and its |
| 64 | + # value retrieved from the environment associated with the |
| 65 | + # invocation of makeCacheMatrix() in which this function was |
| 66 | + # defined. |
| 67 | + x |
| 68 | + } |
9 | 69 |
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| 70 | + # Cache the inverse of the object's matrix value. |
| 71 | + set_inverse <- function(inverse) { |
| 72 | + # See the above note for the set() function re use of <<-. |
| 73 | + inv <<- inverse |
| 74 | + } |
10 | 75 |
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| -## Write a short comment describing this function |
| 76 | + # Retrieve the cached inverse of the object's matrix value. |
| 77 | + get_inverse <- function() { |
| 78 | + # See the above note for the get() function re inv as a free |
| 79 | + # variable. |
| 80 | + inv |
| 81 | + } |
12 | 82 |
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| 83 | + # Return the new object as a list of getter and setter functions |
| 84 | + # bound to the environment associated with this particular invocation |
| 85 | + # of makeCacheMatrix(). |
| 86 | + # |
| 87 | + # For convenience give each of the list elements a name that matches |
| 88 | + # that of the underlying function. If v <- makeCacheMatrix(x) we can |
| 89 | + # then reference (e.g.) the set() and get() functions as v$set() and |
| 90 | + # v$get() respectively. |
| 91 | + list(set = set, |
| 92 | + get = get, |
| 93 | + set_inverse = set_inverse, |
| 94 | + get_inverse = get_inverse) |
| 95 | +} |
| 96 | + |
| 97 | + |
| 98 | +## Return the inverse of a CacheMatrix object's matrix value. |
13 | 99 | cacheSolve <- function(x, ...) {
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14 |
| - ## Return a matrix that is the inverse of 'x' |
| 100 | + # Return the cached inverse if one is available. |
| 101 | + inv <- x$get_inverse() |
| 102 | + if(!is.null(inv)) { |
| 103 | + message("Getting cached inverse") |
| 104 | + return(inv) |
| 105 | + } |
| 106 | + |
| 107 | + # There is no inverse cached, so we compute it from scratch. Any extra |
| 108 | + # arguments passed to cacheSolve() are passed on to solve(). |
| 109 | + y <- x$get() |
| 110 | + inv <- solve(y, ...) |
| 111 | + |
| 112 | + # Cache the resulting inverse and then return it. |
| 113 | + x$set_inverse(inv) |
| 114 | + inv |
15 | 115 | }
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