-- Hoogle documentation, generated by Haddock -- See Hoogle, http://www.haskell.org/hoogle/ -- | Generic encoding of records -- -- Generic encoding of records. Provides a single function and two -- typeclasses to encode values of sum types as one-hot vectors. @package record-encode @version 0.1.0.0 -- | This library provides generic machinery (via GHC.Generics and -- `generics-sop`) to encode values of some algebraic type as points in a -- vector space. -- -- Processing datasets that have one or more categorical variables (which -- in other words are values of a sum type) typically requires a series -- of boilerplate transformations, and the encodeOneHot function -- provided here does precisely that. -- --

Internals

-- -- This library makes use of generic programming to analyze both values -- and types (see the internal Data.Record.Encode.Generics module). -- -- Initially, it was relying on Template Haskell to analyze types, -- using the the instance generation machinery explained here: -- https://markkarpov.com/tutorial/th.html#example-1-instance-generation module Data.Record.Encode -- | Computes the one-hot encoding of a value of a sum type. -- -- The type of the input value must be an instance of Generic -- (from GHC.Generics) and of Generic (from the -- `generics-sop` library). -- --
--   >>> :set -XDeriveGeneric
--   
-- --
--   >>> import qualified GHC.Generics as G
--   
--   >>> import qualified Generics.SOP as SOP
--   
--   >>> import Data.Record.Encode
--   
-- --
--   >>> data X = A | B | C deriving (G.Generic)
--   
--   >>> instance SOP.Generic X
--   
-- --
--   >>> encodeOneHot B
--   [0,1,0]
--   
encodeOneHot :: forall a. G a => a -> Vector Int -- | Constraints necessary to encodeOneHot a value. -- -- NB: GVariants is an internal typeclass, and this constraint is -- automatically satisfied if the type is an instance of Generic type G a = (GVariants (Rep a), Generic a, Generic a) instance GHC.Generics.Generic (Data.Record.Encode.X a) instance Generics.SOP.Universe.Generic (Data.Record.Encode.X a)