refined: simple refinement types for Scala
refined is a Scala library for refining types with type-level predicates which constrain the set of values described by the refined type. It started as a port of the refined Haskell library by Nikita Volkov (which also provides an excellent motivation why this kind of library is useful). The idea of expressing constraints at the type-level as Scala library was first explored by Flavio W. Brasil in bond.
A quick example:
import eu.timepit.refined._
import eu.timepit.refined.api.Refined
import eu.timepit.refined.auto._
import eu.timepit.refined.numeric._
// This refines Int with the Positive predicate and checks via an
// implicit macro that the assigned value satisfies it:
scala> val i1: Int Refined Positive = 5
i1: Int Refined Positive = 5
// If the value does not satisfy the predicate, we get a meaningful
// compile error:
scala> val i2: Int Refined Positive = -5
<console>:22: error: Predicate failed: (-5 > 0).
val i2: Int Refined Positive = -5
^
// There is also the explicit refineMV macro that can infer the base
// type from its parameter:
scala> refineMV[Positive](5)
res0: Int Refined Positive = 5
// Macros can only validate literals because their values are known at
// compile-time. To validate arbitrary (runtime) values we can use the
// refineV function:
scala> val x = 42 // suppose the value of x is not known at compile-time
scala> refineV[Positive](x)
res1: Either[String, Int Refined Positive] = Right(42)
scala> refineV[Positive](-x)
res2: Either[String, Int Refined Positive] = Left(Predicate failed: (-42 > 0).)
refined also contains inference rules for converting between different refined types. For example, Int Refined Greater[W.`10`.T] can be safely converted to Int Refined Positive because all integers greater than ten are also positive. The type conversion of refined types is a compile-time operation that is provided by the library:
scala> val a: Int Refined Greater[W.`5`.T] = 10
a: Int Refined Greater[Int(5)] = 10
// Since every value greater than 5 is also greater than 4, `a` can be
// ascribed the type Int Refined Greater[W.`4`.T]:
scala> val b: Int Refined Greater[W.`4`.T] = a
b: Int Refined Greater[Int(4)] = 10
// An unsound ascription leads to a compile error:
scala> val c: Int Refined Greater[W.`6`.T] = a
<console>:23: error: type mismatch (invalid inference):
Greater[Int(5)] does not imply
Greater[Int(6)]
val c: Int Refined Greater[W.`6`.T] = a
^
This mechanism allows to pass values of more specific types (e.g. Int Refined Greater[W.`10`.T]) to functions that take a more general type (e.g. Int Refined Positive) without manual intervention.
Note that W is a shortcut for shapeless.Witness which provides syntax for literal-based singleton types.
Table of contents
- More examples
- Using refined
- Community
- Documentation
- Provided predicates
- Contributors and participation
- Related projects
- License
More examples
import eu.timepit.refined.api.RefType
import eu.timepit.refined.boolean._
import eu.timepit.refined.char._
import eu.timepit.refined.collection._
import eu.timepit.refined.generic._
import eu.timepit.refined.string._
import shapeless.{ ::, HNil }
scala> refineMV[NonEmpty]("Hello")
res2: String Refined NonEmpty = Hello
scala> refineMV[NonEmpty]("")
<console>:39: error: Predicate isEmpty() did not fail.
refineMV[NonEmpty]("")
^
scala> type ZeroToOne = Not[Less[W.`0.0`.T]] And Not[Greater[W.`1.0`.T]]
defined type alias ZeroToOne
scala> refineMV[ZeroToOne](1.8)
<console>:40: error: Right predicate of (!(1.8 < 0.0) && !(1.8 > 1.0)) failed: Predicate (1.8 > 1.0) did not fail.
refineMV[ZeroToOne](1.8)
^
scala> refineMV[AnyOf[Digit :: Letter :: Whitespace :: HNil]]('F')
res3: Char Refined AnyOf[Digit :: Letter :: Whitespace :: HNil] = F
scala> refineMV[MatchesRegex[W.`"[0-9]+"`.T]]("123.")
<console>:39: error: Predicate failed: "123.".matches("[0-9]+").
refineMV[MatchesRegex[W.`"[0-9]+"`.T]]("123.")
^
scala> val d1: Char Refined Equal[W.`'3'`.T] = '3'
d1: Char Refined Equal[Char('3')] = 3
scala> val d2: Char Refined Digit = d1
d2: Char Refined Digit = 3
scala> val d3: Char Refined Letter = d1
<console>:39: error: type mismatch (invalid inference):
Equal[Char('3')] does not imply
Letter
val d3: Char Refined Letter = d1
^
scala> val r1: String Refined Regex = "(a|b)"
r1: String Refined Regex = (a|b)
scala> val r2: String Refined Regex = "(a|b"
<console>:38: error: Regex predicate failed: Unclosed group near index 4
(a|b
^
val r2: String Refined Regex = "(a|b"
^
scala> val u1: String Refined Url = "htp://example.com"
<console>:38: error: Url predicate failed: unknown protocol: htp
val u1: String Refined Url = "htp://example.com"
^
// Here we define a refined type "Int with the predicate (7 <= value < 77)".
scala> type Age = Int Refined Interval.ClosedOpen[W.`7`.T, W.`77`.T]
scala> val userInput = 55
// We can refine values with this refined type by either using `refineV`
// with an explicit return type
scala> val ageEither1: Either[String, Age] = refineV(userInput)
ageEither1: Either[String,Age] = Right(55)
// or by using `RefType.applyRef` with the refined type as type parameter.
scala> val ageEither2 = RefType.applyRef[Age](userInput)
ageEither2: Either[String,Age] = Right(55)
Using refined
The latest version of the library is 0.9.18, which is available for Scala and Scala.js version 2.12 and 2.13.
If you're using sbt, add the following to your build:
libraryDependencies ++= Seq(
"eu.timepit" %% "refined" % "0.9.18",
"eu.timepit" %% "refined-cats" % "0.9.18", // optional
"eu.timepit" %% "refined-eval" % "0.9.18", // optional, JVM-only
"eu.timepit" %% "refined-jsonpath" % "0.9.18", // optional, JVM-only
"eu.timepit" %% "refined-pureconfig" % "0.9.18", // optional, JVM-only
"eu.timepit" %% "refined-scalacheck" % "0.9.18", // optional
"eu.timepit" %% "refined-scalaz" % "0.9.18", // optional
"eu.timepit" %% "refined-scodec" % "0.9.18", // optional
"eu.timepit" %% "refined-scopt" % "0.9.18", // optional
"eu.timepit" %% "refined-shapeless" % "0.9.18" // optional
)
For Scala.js just replace %% with %%% above.
Instructions for Maven and other build tools are available at search.maven.org.
Release notes for the latest version are here.
Community
Internal modules
The project provides these optional extensions and library integrations:
refined-catsprovides Cats type class instances for refined typesrefined-evalprovides theEval[S]predicate that checks if a value applied to the predicateSyieldstruerefined-jsonpathprovides theJSONPathpredicate that checks if aStringis a valid JSONPathrefined-pureconfigallows to read configuration with refined types using PureConfigrefined-scalacheckallows to generate arbitrary values of refined types with ScalaCheck. Userefined-scalacheck_1.13instead if your other dependencies use scalacheck version 1.13refined-scalazprovides Scalaz type class instances for refined types and support forscalaz.@@refined-scodecallows binary decoding and encoding of refined types with scodec and allows refiningscodec.bits.ByteVectorrefined-scoptallows to read command line options with refined types using scoptrefined-shapeless
External modules
Below is an incomplete list of third-party extensions and library integrations for refined. If your library is missing, please open a pull request to list it here:
- api-refiner
- argonaut-refined
- atto-refined
- case-app-refined
- circe-refined
- ciris-refined
- cormorant-refined
- coulomb-refined
- decline-refined
- doobie-refined
- exercises-refined
- extruder-refined
- finch-refined
- formulation-refined
- kantan.csv-refined
- kantan.regex-refined
- kantan.xpath-refined
- monocle-refined
- neotypes-refined
- play-refined
- play-json-refined
- play-json-refined
- refined-anorm
- refined-guava
- scanamo-refined
- seals-refined
- slick-refined
- spray-json-refined
- strictify-refined
- validated-config
- vulcan-refined
- xml-names-core
Projects using refined
If your open source project is using refined, please consider opening a pull request to list it here:
- Quasar: An open source NoSQL analytics engine which uses refined for natural and positive integer types
- rvi_sota_server: The SOTA Server Reference Implementation uses refined for domain specific types. like the vehicle identification number (VIN).
Adopters
Are you using refined in your organization or company? Please consider opening a pull request to list it here:
Documentation
API documentation of the latest release is available at: https://static.javadoc.io/eu.timepit/refined_2.12/0.9.18/eu/timepit/refined/index.html
There are further (type-checked) examples in the docs directory including ones for defining custom predicates and working with type aliases. It also contains a description of refined's design and internals.
Talks and other external resources are listed on the Resources page in the wiki.
Provided predicates
The library comes with these predefined predicates:
True: constant predicate that is alwaystrueFalse: constant predicate that is alwaysfalseNot[P]: negation of the predicatePAnd[A, B]: conjunction of the predicatesAandBOr[A, B]: disjunction of the predicatesAandBXor[A, B]: exclusive disjunction of the predicatesAandBNand[A, B]: negated conjunction of the predicatesAandBNor[A, B]: negated disjunction of the predicatesAandBAllOf[PS]: conjunction of all predicates inPSAnyOf[PS]: disjunction of all predicates inPSOneOf[PS]: exclusive disjunction of all predicates inPS
Digit: checks if aCharis a digitLetter: checks if aCharis a letterLetterOrDigit: checks if aCharis a letter or digitLowerCase: checks if aCharis a lower case characterUpperCase: checks if aCharis an upper case characterWhitespace: checks if aCharis white space
Contains[U]: checks if anIterablecontains a value equal toUCount[PA, PC]: counts the number of elements in anIterablewhich satisfy the predicatePAand passes the result to the predicatePCEmpty: checks if anIterableis emptyNonEmpty: checks if anIterableis not emptyForall[P]: checks if the predicatePholds for all elements of anIterableExists[P]: checks if the predicatePholds for some elements of anIterableHead[P]: checks if the predicatePholds for the first element of anIterableIndex[N, P]: checks if the predicatePholds for the element at indexNof a sequenceInit[P]: checks if the predicatePholds for all but the last element of anIterableLast[P]: checks if the predicatePholds for the last element of anIterableTail[P]: checks if the predicatePholds for all but the first element of anIterableSize[P]: checks if the size of anIterablesatisfies the predicatePMinSize[N]: checks if the size of anIterableis greater than or equal toNMaxSize[N]: checks if the size of anIterableis less than or equal toN
Equal[U]: checks if a value is equal toU
Less[N]: checks if a numeric value is less thanNLessEqual[N]: checks if a numeric value is less than or equal toNGreater[N]: checks if a numeric value is greater thanNGreaterEqual[N]: checks if a numeric value is greater than or equal toNPositive: checks if a numeric value is greater than zeroNonPositive: checks if a numeric value is zero or negativeNegative: checks if a numeric value is less than zeroNonNegative: checks if a numeric value is zero or positiveInterval.Open[L, H]: checks if a numeric value is in the interval (L,H)Interval.OpenClosed[L, H]: checks if a numeric value is in the interval (L,H]Interval.ClosedOpen[L, H]: checks if a numeric value is in the interval [L,H)Interval.Closed[L, H]: checks if a numeric value is in the interval [L,H]Modulo[N, O]: checks if an integral value moduloNisODivisible[N]: checks if an integral value is evenly divisible byNNonDivisible[N]: checks if an integral value is not evenly divisible byNEven: checks if an integral value is evenly divisible by 2Odd: checks if an integral value is not evenly divisible by 2NonNaN: checks if a floating-point number is not NaN
EndsWith[S]: checks if aStringends with the suffixSIPv4: checks if aStringis a valid IPv4IPv6: checks if aStringis a valid IPv6MatchesRegex[S]: checks if aStringmatches the regular expressionSRegex: checks if aStringis a valid regular expressionStartsWith[S]: checks if aStringstarts with the prefixSUri: checks if aStringis a valid URIUrl: checks if aStringis a valid URLUuid: checks if aStringis a valid UUIDValidByte: checks if aStringis a parsableByteValidShort: checks if aStringis a parsableShortValidInt: checks if aStringis a parsableIntValidLong: checks if aStringis a parsableLongValidFloat: checks if aStringis a parsableFloatValidDouble: checks if aStringis a parsableDoubleValidBigInt: checks if aStringis a parsableBigIntValidBigDecimal: checks if aStringis a parsableBigDecimalXml: checks if aStringis well-formed XMLXPath: checks if aStringis a valid XPath expressionTrimmed: checks if aStringhas no leading or trailing whitespaceHexStringSpec: checks if aStringrepresents a hexadecimal number
Contributors and participation
The following people have helped making refined great:
- Alex
- Alexandre Archambault
- Chris Birchall
- Chris Hodapp
- Cody Allen
- Dale Wijnand
- Denys Shabalin
- Derek Morr
- Didac
- Diogo Castro
- dm-tran
- Ender Tunç
- Frank S. Thomas
- Howard Perrin
- Iurii Susuk
- Jean-Rémi Desjardins
- Jente Hidskes
- Joe Greene
- John-Michael Reed
- Julien BENOIT
- kenji yoshida
- kusamakura
- Leif Wickland
- Luis Miguel Mejía Suárez
- Matt Pickering
- Michael Thomas
- Naoki Aoyama
- Nicolas Rinaudo
- Olli Helenius
- Richard Gomes
- ronanM
- Sam Halliday
- Shawn Garner
- Shohei Shimomura
- Shunsuke Otani
- Tim Steinbach
- Torsten Scholak
- Viktor Lövgren
- Vladimir Koshelev
- Yuki Ishikawa
- Zainab Ali
- Your name here :-)
refined is a Typelevel project. This means we embrace pure, typeful, functional programming, and provide a safe and friendly environment for teaching, learning, and contributing as described in the Scala Code of Conduct.
Related projects
- SMT-Based Checking of Predicate-Qualified Types for Scala
- bond: Type-level validation for Scala
- F7: Refinement Types for F#
- LiquidHaskell: Refinement Types via SMT and Predicate Abstraction
- Refinement Types in Typed Racket
- refined: Refinement types with static and runtime checking for Haskell. refined was inspired this library and even stole its name!
- refscript: Refinement Types for TypeScript
- Subtypes in Perl 6
License
refined is licensed under the MIT license, available at http://opensource.org/licenses/MIT and also in the LICENSE file.