In ropensci/webmiddens: Cache Mocked 'HTTP' Requests

webmiddens

knitr::opts_chunk$set(
  comment = "#>",
  collapse = TRUE,
  warning = FALSE
)

simple caching of HTTP requests/responses, hooking into webmockr (https://github.com/ropensci/webmockr) for the HTTP request matching

A midden is a debris pile constructed by a woodrat/pack rat (https://en.wikipedia.org/wiki/Pack_rat#Midden)

the need

• vcr is meant really for testing, or script use. i don't think it fits well into a use case where another pkg wants to cache responses
• memoise seems close-ish but doesn't fit needs, e.g., no expiry, not specific to HTTP requests, etc.
• we need something specific to HTTP requests, that allows expiration handling, a few different caching location options, works across HTTP clients, etc
• caching just the http responses means the rest of the code in the function can change, and the response can still be cached
  • the downside, vs. memoise, is that we're only caching the http response, so if there's still a lot of time spent processing the response, then the function will still be quite slow - BUT, if the HTTP response processing code is within a function, you could memoise that function
• memoise is great, but since it caches the whole function call, you don't benefit from individually caching each http request, which we do here. if you cache each http request, then any time you do that same http request, it's response is already cached

brainstorming

• use webmockr to match requests (works with crul; soon httr)
• possibly match on, and expire based on headers: Cache-Control, Age, Last-Modified, ETag, Expires (see Ruby's faraday-http-cache (https://github.com/plataformatec/faraday-http-cache#what-gets-cached))
• caching backends: probably all binary to save disk space since most likely we don't need users to be able to look at plain text of caches
• expiration: set a time to expire. if set to 2019-03-08 00:00:00 and it's 2019-03-07 23:00:00, then 1 hr from now the cache will expire, and a new real HTTP request will need to be made (i.e., the cache will be deleted whenever the next HTTP request is made)

http libraries

right now we only support crul, but httr support should arrive soon

installation

remotes::install_github("sckott/webmiddens")

use_midden()

library(webmiddens)
library(crul)

Let's say you have some function http_request() that does an HTTP request that you re-use in various parts of your project or package

http_request <- function(...) {
  x <- crul::HttpClient$new("https://httpbin.org", opts = list(...))
  x$get("get")
}

And you have a function some_fxn() that uses http_request() to do the HTTP request, then proces the results to a data.frame or list, etc. This is a super common pattern in a project or R package that deals with web resources.

some_fxn <- function(...) {
  res <- http_request(...)
  jsonlite::fromJSON(res$parse("UTF-8"))
}

Without webmiddens the HTTP request happens as usual and all is good

some_fxn()

Now, with webmiddens

run wm_configuration() first to set the path where HTTP requests will be cached

wm_configuration("foo1")

bb <- midden_current()
bb$destroy()

first request is a real HTTP request

res1 <- use_midden(some_fxn())
res1

second request uses the cached response from the first request

res2 <- use_midden(some_fxn())
res2

the midden class

x <- midden$new()
x # no path
# Run $init() to set the path
x$init(path = "forest")
x

The cache slot has a hoardr object which you can use to fiddle with files, see ?hoardr::hoard

x$cache

Use expire() to set the expire time (in seconds). You can set it through passing to expire() or through the environment variable WEBMIDDENS_EXPIRY_SEC

x$expire()
x$expire(5)
x$expire()
x$expire(reset = TRUE)
x$expire()
Sys.setenv(WEBMIDDENS_EXPIRY_SEC = 35)
x$expire()
x$expire(reset = TRUE)
x$expire()

FIXME: The below not working right now - figure out why

wm_enable()
con <- crul::HttpClient$new("https://httpbin.org")
# first request is a real HTTP request
x$r(con$get("get", query = list(stuff = "bananas")))
# following requests use the cached response
x$r(con$get("get", query = list(stuff = "bananas")))

verbose output

x <- midden$new(verbose = TRUE)
x$init(path = "rainforest")
x$r(con$get("get", query = list(stuff = "bananas")))

set expiration time

x <- midden$new()
x$init(path = "grass")
x$expire(3)
x

Delete all the files in your "midden" (the folder with cached files)

x$cleanup()

Delete the "midden" (the folder with cached files)

x$destroy()

Meta

• Please report any issues or bugs.
• License: MIT
• Get citation information for webmiddens in R doing citation(package = 'webmiddens')
• Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms.

ropensci/webmiddens documentation built on Dec. 11, 2020, 9:03 p.m.