Pin URLs to local file and version the pins with git. Repeated downloads are versioned using a local git repository, and if getting a document from the web is not successful, a previous local download is made available.
The Problem
You want to quickly and easily process an online resource using R functions, some of which only accept local files. Thus you would like the following properties for your workflow:
- Download to a local file
- But avoid downloading on every single run
- Refresh your data regularly from the online source
- Use a local copy if the online resource is not accessible
- Have the local copy be easily accessible in a predictable location
- Not ruin your local copy if the online version should change in a “bad” way
The Solution
The gitpins
package downloads a URL to a local file in the gitpins
folder (defaults to here::here("gitpins")
, but can be configured using gp_options()
), and then returns the full file name name of the local file, which can be passed as an argument to any function that expects to read such a file.
Usage
# Downloads on first try
pin("https://vincentarelbundock.github.io/Rdatasets/csv/openintro/country_iso.csv") |>
read.csv() |> head()
#> pin() downloaded fresh version ...
#> rownames country_code country_name year top_level_domain
#> 1 1 AD Andorra 1974 .ad
#> 2 2 AE United Arab Emirates 1974 .ae
#> 3 3 AF Afghanistan 1974 .af
#> 4 4 AG Antigua and Barbuda 1974 .ag
#> 5 5 AI Anguilla 1985 .ai
#> 6 6 AL Albania 1974 .al
You can maintain as many resources as you need:
# Another resource
pin("https://vincentarelbundock.github.io/Rdatasets/csv/datasets/sunspot.month.csv") |>
read.csv() |> head()
#> pin() downloaded fresh version ...
#> rownames time value
#> 1 1 1749.000 58.0
#> 2 2 1749.083 62.6
#> 3 3 1749.167 70.0
#> 4 4 1749.250 55.7
#> 5 5 1749.333 85.0
#> 6 6 1749.417 83.5
The file is downloaded the first time you run pin()
on a given URL (the actual download is done with curl::curl_download()
). After that, it checks to see the age of the local file and re-downloads if it is to old. The default refresh interval is 12 hours, but is configurable with a parameter.
Note that the return value of the pin()
function is simply the full path to the local copy of the file. You can therefore use pin()
with the original URL wherever you would have used the local path of the resource. The exact name of the file is constructed in a deterministic way based on the URL (specifically, the base name is the digest()
of the URL).
# Uses a cached copy if a recent one is available (start of the url changed for privacy)
pin("https://vincentarelbundock.github.io/Rdatasets/csv/openintro/country_iso.csv") |>
gsub(pattern=".*/(gitpins/.*)", replacement="/home/user/project/\\1")
#> pin() found recent version, using it ...
#> [1] "/home/user/project/gitpins/5ad1e570044be11330713642c682b9db.data"
The refresh interval is configured with the refresh_hours
parameter. Use refresh_hours=0
to force a download on every call, and refresh_hours=Inf
to always use the local copy (after the first download). A helper function, gp_dropper()
is provided for the case where a new version of the resource “drops” at the same time every day. The function allows you to set a lower interval in a given time window after the expected drop time, to maximize the probability that an updated version gets downloaded quickly.
# Force a reload by specifying zero refresh time
pin("https://vincentarelbundock.github.io/Rdatasets/csv/openintro/country_iso.csv",
refresh_hours = 0) |>
gsub(pattern=".*/(gitpins/.*)", replacement="/home/user/project/\\1")
#> pin() downloaded fresh version ...
#> [1] "/home/user/project/gitpins/5ad1e570044be11330713642c682b9db.data"
# Always use local copy by specifying Inf refresh time
pin("https://vincentarelbundock.github.io/Rdatasets/csv/openintro/country_iso.csv",
refresh_hours = Inf) |>
gsub(pattern=".*/(gitpins/.*)", replacement="/home/user/project/\\1")
#> pin() found recent version, using it ...
#> [1] "/home/user/project/gitpins/5ad1e570044be11330713642c682b9db.data"
# Set a lower interval for a given time window after a resource update "drops"
pin("https://vincentarelbundock.github.io/Rdatasets/csv/openintro/country_iso.csv",
refresh_hours = gp_dropper(drop_hour = 12, drop_tz = "US/Eastern")) |>
gsub(pattern=".*/(gitpins/.*)", replacement="/home/user/project/\\1")
#> pin() found recent version, using it ...
#> [1] "/home/user/project/gitpins/5ad1e570044be11330713642c682b9db.data"
The gitpins
directory is actually a local git
repository, and each new version is committed to the repository. That way, a complete history of the downloads is kept, but if the resource is not changing a lot, this history will not take up an inordinate amount of space (because of the deduplication properties of git
).
If the resource gets borked, you can retrieve older versions using git. A function is provided to list available pins (with or without history), but beyond that, the user is expected to use git
directly for more complex retrieval operations.
withr::with_options(list(width = 130), {
gp_list()
gp_list(history = TRUE)
})
#> Loading required namespace: tibble
#> # A tibble: 3 × 2
#> timestamp url
#> <chr> <chr>
#> 1 2025-03-21 19:06:10.31363 https://vincentarelbundock.github.io/Rdatasets/csv/…
#> 2 2025-03-21 19:06:10.13430 https://vincentarelbundock.github.io/Rdatasets/csv/…
#> 3 2025-03-21 19:06:09.81114 https://vincentarelbundock.github.io/Rdatasets/csv/…
Function Name Conflicts
For use with with another package that also defines a pin()
function (such as the pins
package), the conflicted
package comes highly recommended, but the exclude
option of the library()
function is also a valid approach. In either case, the gp_pin()
function is provided as an alias for pin()
so you don’t need to specify the full package name on each call:
Related Packages, System Requirements, and Feedback
This package was inspired by the pins
package, and in particular the pins::pin()
function. However, that function stores the actual local file in a system location rather than inside the project, so using it did not prove reliable. Furthermore, it did not have the desired versioning properties, and finally, it is now defined as a legacy function and is not part of the new api for that package. As a result, gitpins
was born.
Note that gitpins
uses the native pipe operator (|>
) and so depends on R (>= 4.1.0)
.
For feature requests, bugs, or other feedback, feel free to file an issue.