# Cryptographic Hashing in R

#### 2026-05-14

The functions `sha1`, `sha256`, `sha512`, `md4`, `md5` and `ripemd160` bind to the respective digest functions in OpenSSL’s libcrypto. Both binary and string inputs are supported and the output type will match the input type.

    md5("foo")

    [1] "acbd18db4cc2f85cedef654fccc4a4d8"

    md5(charToRaw("foo"))

    md5 ac:bd:18:db:4c:c2:f8:5c:ed:ef:65:4f:cc:c4:a4:d8

Functions are fully vectorized for the case of character vectors: a vector with n strings will return n hashes.

    # Vectorized for strings
    md5(c("foo", "bar", "baz"))

    [1] "acbd18db4cc2f85cedef654fccc4a4d8" "37b51d194a7513e45b56f6524f2d51f2"
    [3] "73feffa4b7f6bb68e44cf984c85f6e88"

Besides character and raw vectors we can pass a connection object (e.g. a file, socket or url). In this case the function will stream-hash the binary contents of the connection.

    # Stream-hash a file
    myfile <- system.file("CITATION")
    md5(file(myfile))

    md5 3b:94:d8:c8:17:32:c1:9d:c0:58:0f:1b:dc:ad:ea:fe

Same for URLs. The hash of the `R-installer.exe` below should match the one in `md5sum.txt`

    # Stream-hash from a network connection
    as.character(md5(url("https://cran.r-project.org/bin/windows/base/old/4.0.0/R-4.0.0-win.exe")))

    # Compare
    readLines('https://cran.r-project.org/bin/windows/base/old/4.0.0/md5sum.txt')

## Compare to digest

Similar functionality is also available in the digest package, but with a slightly different interface:

    # Compare to digest
    library(digest)

    Attaching package: 'digest'

    The following object is masked from 'package:openssl':

        sha1

    digest("foo", "md5", serialize = FALSE)

    [1] "acbd18db4cc2f85cedef654fccc4a4d8"

    # Other way around
    digest(cars, skip = 0)

    [1] "1e21203371fb923dcbc218897f1af95e"

    md5(serialize(cars, NULL))

    md5 fa:fc:b3:f6:1e:12:d2:75:6e:f3:6d:b9:38:54:1e:52