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Universally Unique Lexicographically Sortable Identifiers in R

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ulid -- Universally Unique Lexicographically Sortable Identifiers

CI License CRAN r-universe Dependencies Downloads Last Commit

Description

As described in the ulid specification repo, and slightly edited here, UUID use can be suboptimal for many uses-cases because:

  • It is not the most character efficient way of encoding 128 bits of randomness
  • UUID v1/v2 is impractical in many environments, as it requires access to a unique, stable MAC address
  • UUID v3/v5 requires a unique seed and produces randomly distributed IDs, which can cause fragmentation in many data structures
  • UUID v4 provides no other information than randomness which can cause fragmentation in many data structures

Instead, an alternative is proposed in ULID:

ulid() // 01ARZ3NDEKTSV4RRFFQ69G5FAV

with the following properties:

  • 128-bit compatibility with UUID
  • 1.21e+24 unique ULIDs per millisecond
  • Lexicographically sortable!
  • Canonically encoded as a 26 character string, as opposed to the 36 character UUID
  • Uses base32 by Crockford for better efficiency and readability (5 bits per character)
  • Case insensitive
  • No special characters (URL safe)
  • Monotonic sort order (correctly detects and handles the same millisecond)
 01AN4Z07BY      79KA1307SR9X4MV3

|----------|    |----------------|
 Timestamp          Randomness
   48bits             80bits

Components

Timestamp

  • 48 bit integer
  • UNIX-time in milliseconds
  • Will not run out of space until the year 10889 AD.

Randomness

  • 80 bits
  • Cryptographically secure source of randomness, if possible

Sorting

The left-most character must be sorted first, and the right-most character sorted last (lexical order). The default ASCII character set must be used. Within the same millisecond, sort order is not guaranteed.

What Is Supported:

The following functions are implemented:

  • ts_generate: Generate ULIDs from timestamps
  • ULIDgenerate: Generate ULIDs
  • unmarshal: Unmarshal a ULID into a data frame with timestamp and random bitstring columns
  • ulid: Alias for ULIDgenerate

Installation

The package can be installed from CRAN via install.packages("ulid"). Development versions can also be installed from this repository or from r-universe via

r <- c('https://eddelbuettel.r-universe.dev', 'https://cloud.r-project.org')
install.packages('ulid', repos = r)

Usage

ulid::ULIDgenerate()
## [1] "0001EKRGEEV98QP062VNRX31P2"

(u <- ulid::ULIDgenerate(20))
##  [1] "0001EKRGEEV5XMP54RRRWAK318" "0001EKRGEEKX7VC0PF75AZJXHP"
##  [3] "0001EKRGEEXENNCQEH4KCH8QAD" "0001EKRGEEY41HJ6GMXRV1BQBA"
##  [5] "0001EKRGEE6HVD7ACWZ52MTVCJ" "0001EKRGEEQWXMPXGC0DGQN32B"
##  [7] "0001EKRGEE6W13BK92EF1RXYT7" "0001EKRGEE5A31H38NJFGTK8PC"
##  [9] "0001EKRGEEG2GXS53QY9F3M0A9" "0001EKRGEEDA3Y6Y0T52WTS6RM"
## [11] "0001EKRGEE5WS2S3D9KY3F5H9Y" "0001EKRGEE24SZW5NATAADAY9Q"
## [13] "0001EKRGEEBEG51QCKXPM8ZS16" "0001EKRGEE1ZC1QY7RCJR9VJ0B"
## [15] "0001EKRGEECJ50Z4FXM4HW6XWG" "0001EKRGEEER84JP8WTXV5DWV8"
## [17] "0001EKRGEEW3ABA82GZSRXN1RB" "0001EKRGEEAA60CYFGR8832JD6"
## [19] "0001EKRGEE6W5ARCFHH6T75FPZ" "0001EKRGEE5WT4XNP7NS69BM3X"

unmarshal(u)
##                     ts              rnd
## 1  2019-07-27 08:21:34 V5XMP54RRRWAK318
## 2  2019-07-27 08:21:34 KX7VC0PF75AZJXHP
## 3  2019-07-27 08:21:34 XENNCQEH4KCH8QAD
## 4  2019-07-27 08:21:34 Y41HJ6GMXRV1BQBA
## 5  2019-07-27 08:21:34 6HVD7ACWZ52MTVCJ
## 6  2019-07-27 08:21:34 QWXMPXGC0DGQN32B
## 7  2019-07-27 08:21:34 6W13BK92EF1RXYT7
## 8  2019-07-27 08:21:34 5A31H38NJFGTK8PC
## 9  2019-07-27 08:21:34 G2GXS53QY9F3M0A9
## 10 2019-07-27 08:21:34 DA3Y6Y0T52WTS6RM
## 11 2019-07-27 08:21:34 5WS2S3D9KY3F5H9Y
## 12 2019-07-27 08:21:34 24SZW5NATAADAY9Q
## 13 2019-07-27 08:21:34 BEG51QCKXPM8ZS16
## 14 2019-07-27 08:21:34 1ZC1QY7RCJR9VJ0B
## 15 2019-07-27 08:21:34 CJ50Z4FXM4HW6XWG
## 16 2019-07-27 08:21:34 ER84JP8WTXV5DWV8
## 17 2019-07-27 08:21:34 W3ABA82GZSRXN1RB
## 18 2019-07-27 08:21:34 AA60CYFGR8832JD6
## 19 2019-07-27 08:21:34 6W5ARCFHH6T75FPZ
## 20 2019-07-27 08:21:34 5WT4XNP7NS69BM3X

(ut <- ts_generate(as.POSIXct("2017-11-01 15:00:00", origin="1970-01-01")))
## [1] "0001CZM6DG2THKSAX3F1SF30E7"

unmarshal(ut)
##                    ts              rnd
## 1 2017-11-01 15:00:00 2THKSAX3F1SF30E7

Millisecond Resolution

As per issue #13 on the upstream repo, time is actually encoded mostly as time_t leading to second rather than millisecond resolution. Two patches by Chris Brove also collected in his fork improve on this by using std::chrono objects internally. In release 0.4.0, we have switches to his fork and extended the wrapper functions to support this:

> library(ulid)
> gen_ulid <- \(sleep) replicate(5, {Sys.sleep(sleep); generate()})
> u <- gen_ulid(.1)
> df <- unmarshal(u)
> data.table::data.table(df)
                        ts              rnd
                    <POSc>           <char>
1: 2024-05-30 16:38:28.588 CSQAJBPNX75R0G5A
2: 2024-05-30 16:38:28.688 XZX0TREDHD6PC1YR
3: 2024-05-30 16:38:28.789 0YK9GKZVTED27QMK
4: 2024-05-30 16:38:28.890 SC3M3G6KGPH7S50S
5: 2024-05-30 16:38:28.990 TSKCBWJ3TEKCPBY0
>

Author

Suyash Verma wrote the C++ header library ulid.

Chris Bove updated internals to permit sub-second resolution in his fork.

Bob Rudis created the R package, prepared versions 0.1.0 and 0.2.0, and released version 0.3.0 to CRAN.

Dirk Eddelbuettel has been maintainer since release 0.3.1.

License

The package is licensed under the MIT License

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