---
title: "04 Advanced `SpaDES` use"
author:
  - "Alex M. Chubaty"
  - "Eliot J. B. McIntire"
date: "`r strftime(Sys.Date(), '%B %d %Y')`"
output:
  rmarkdown::html_vignette:
    number_sections: yes
    self_contained: yes
    toc: yes
vignette: >
  %\VignetteEngine{knitr::rmarkdown}
  %\VignetteIndexEntry{04 Advanced `SpaDES` use}
  %\VignetteKeyword{discrete event simulation, spatial simulation models}
  %\VignetteEncoding{UTF-8}
bibliography: bibliography.bib
---

# Advanced `SpaDES` use

_This vignette is still a work in progress._

## Memory monitoring

While `profvis::profvis` is an essential tool for memory monitoring using deep R internals, it is often not sufficient for a discrete event situation.
For example, it may be useful to know the *peak memory use* of an event, as this may be the limiting step for setting up many parallel instances. 
There is an experimental tool that gets triggered with `options("spades.memoryUseInterval" = xxx)` where `xxx` is a `numeric` in seconds, e.g., `0.2`. If this is set, and `future` and `future.callr` are installed, then whenever a `spades` call is made, the memory use will be assessed at that regular interval.
The procedure is:
1. spawn a future session (i.e., a parallel session) that runs `system('ps')` which lists all processes. It only keeps the process that represents the process ID of the main R session;
2. that `ps` call writes to a text file every `getOption('spades.memoryUseInterval')`;
3. if you ran this with a `spades` call, setting `options("spades.memoryUseInterval" = 0.5)` or some other interval (in seconds), it will read that text file into the `simList` at the end (`on.exit`) of the `spades` call (_doing this triggers a file deletion of the text file_);
4. the object is then in `sim$.memoryUse$obj`.

At that point, the function `memoryUse` can be called on the `simList` and it will do a join on the `sim$.memoryUse$obj` with the `completed(sim)` _by_ time stamp, so each event shows its memory use.

```{r memoryUse, eval=FALSE, echo=TRUE}
if (requireNamespace("future", quietly = TRUE) &&
  requireNamespace("future.callr", quietly = TRUE)) {
  options("spades.memoryUseInterval" = 0.5)
  
  # run your simInit and spades calls here
  # sim <- simInit()
  # sim <- spades(sim)  
  
  memoryUse(sim, max = TRUE) # this should show peak memory use by eventType -- i.e., summarizes if multiple times
  memoryUse(sim, max = FALSE) # this should show peak memory use by event
}
```

# References
