ergm_state_cache: A rudimentary cache for large objects

In ergm: Fit, Simulate and Diagnose Exponential-Family Models for Networks

A rudimentary cache for large objects

Description

This cache is intended to store large, infrequently changing data structures such as ergm_models and ergm_proposals on worker nodes.

Usage

ergm_state_cache(
  comm = c("pass", "all", "clear", "insert", "get", "check", "list"),
  key,
  object
)

Arguments

comm	a character string giving the desired function; see the default argument above for permitted values and Details for meanings; partial matching is supported.
key	a character string, typically a digest::digest() of the object or a random string.
object	the object to be stored. Supported tasks are, respectively, to do nothing (the default), return all entries (mainly useful for testing), clear the cache, insert into cache, retrieve an object by key, check if a key is present, or list keys defined. Deleting an entry can be accomplished by inserting a NULL for that key. Cache is limited to a hard-coded size (currently 4). This should accommodate an ergm_model and an ergm_proposal for unconstrained and constrained MCMC. When additional objects are stored, the oldest object is purged and garbage-collected.

Note

If called via, say, clusterMap(cl, ergm_state_cache, ...) the function will not accomplish anything. This is because parallel package will serialise the ergm_state_cache() function object, send it to the remote node, evaluate it there, and fetch the return value. This will leave the environment of the worker's ergm_state_cache() unchanged. To actually evaluate it on the worker nodes, it is recommended to wrap it in an empty function whose environment is set to globalenv(). See Examples below.

Examples

## Not run: 
# Wrap ergm_state_cache() and call it explicitly from ergm:
call_ergm_state_cache <- function(...) ergm::ergm_state_cache(...)

# Reset the function's environment so that it does not get sent to
# worker nodes (who have their own instance of ergm namespace
# loaded).
environment(call_ergm_state_cache) <- globalenv()

# Now, call the the wrapper function, with ... below replaced by
# lists of desired arguments.
clusterMap(cl, call_ergm_state_cache, ...)

## End(Not run)

ergm documentation built on Oct. 7, 2024, 5:08 p.m.