memo {memofunc} | R Documentation |
Memo
Description
Creates a memoized function, based on the provided named or anonymous function. Calls to the memoized function will be retrieved from a cache, unless it is the first time it is called.
Passing memo.force = TRUE
to the memo function call will by-pass any previously cached values and execute the underlying
function, storing the newly retrieved values for subsequent calls. memo.force = FALSE
by default.
Passing memo.dryrun = TRUE
to the memo function call will prevent the underlying function from executing and return TRUE
if call isn't caches and FALSE
if it is. These values are not cached as responses for the function.
Note that results are cached based on the argument values passed to the function. The order is not important since all
names are resolved. So fun(a=1, b=2)
will return the same cached value as fun(b=2, a=1)
, for example.
Functions as arguments are supported, but only the body is compared. So a named function parameter and an anonymouse function parameter with the same body, will be evaluated as identical and return the same cached value.
...
is supported, but note that unless named then the order of the values is significant and will produce different cache values
unless identical.
By default NULL
values are not cached. Setting allow.null=TRUE
when creating the memo will, however, ensure that NULL values
are cached.
Usage
memo(f, allow.null = FALSE)
Arguments
f |
function to memoise |
allow.null |
if |
Value
the memoed function
Examples
library(magrittr)
# a simple example function
simple.function <- function (value) {
print("Executing!")
value
}
# call memo function to memoise a function
simple.function.memo <- memo(simple.function)
# or like this
simple.function %<>% memo()
# or use an anon function
simple.function2 <- (function (value) value) %>% memo()
# the first time we call the memo the function will execute
simple.function(10)
# if we call the memo again with the same parameter values then
# the cached value will be returned
simple.function(10)
# calling the memo with a different set of parameter values will
# cause the function to execute
simple.function(20)
# consider a slow function which is memoised, note that we have used the allow.null argument
# so that NULL is cached when returned from a function, the default is FALSE
slow.function <- (function (value) Sys.sleep(value)) %>% memo(allow.null = TRUE)
# the first time we call the slow function it takes some time
system.time(slow.function(3))
# subsequent calls make use of the cache and are much faster
system.time(slow.function(3))