Serokell

13 Aug 2021

# A Brief Introduction to Template Haskell

In this article, we will explore some of the intricacies of Template Haskell and build a practical example that will introduce you to the metaprogramming capabilities of Haskell.

We will first use Template Haskell to generate some functions instead of writing them manually for the purpose of understanding how its basic machinery works. Then we will go through a more practical example and use TH to generate boilerplate code that will define class definitions and instances for those classes.

Template Haskell, also known as TH, is a set of functions and datatypes exposed through the template-haskell package, which allows the programmer to manipulate Haskell code programmatically. Some of the things Template Haskell allows are:

• Generate new functions or datatypes procedurally.
• Inspect what will be generated for certain Haskell constructions.
• Execute code during compile-time.

Template Haskell is mostly useful for generating boilerplate code and automating some aspects of the compilation. In this article, we will focus on the former and use TH to generate boilerplate for us.

## Getting started

We are going to start by making a simple example that might be contrived but hopefully useful to understand how TH works. As the first step, let's see how we can generate basic functions with TH instead of writing them manually.

### Quoting and quasi-quoting

Template Haskell provides us with a simple tool to work with various parts of its machinery: quotations. With them, we can take a Haskell expression at compile-time and use it to create an Abstract Syntax Tree (or AST). They provide a shortcut for writing Template Haskell code in many situations and can also be used to help us inspect generated code.

Furthermore, Haskell provides a mechanism to extend the language with more quotations called quasi-quotations, in addition to the quotations in Template Haskell that are explored in this article, namely e, p, t and d.

It's important to understand some of the quoting mechanisms which can be used and what they produce. First, fire up GHCi with the template-haskell package and import the Language.Haskell.TH module, which is our main interest for this article. Note that we will also need to activate the TemplateHaskell language extension.

>>> import Language.Haskell.TH


Now we are ready for our first example. We will start by learning the [e| ... |] quoter, which takes in some Haskell expression and returns an AST representing that particular expression.

>>> runQ [e|1 + 2|]
InfixE (Just (LitE (IntegerL 1))) (VarE GHC.Num.+) (Just (LitE (IntegerL 2)))


By using runQ :: Quasi m => Q a -> m a, we can extract our quotation, which is then printed by GHCi. We will see later that IO and Q are two instances of the Quasi typeclass, and so we are able to use it from our interactive interpreter.

The result of this was an AST that represents our expression, which is better visualized when drawn as an actual tree.

                InfixE
/  |   \
Just  VarE  Just
/    |     \
LitE  GHG.Num.+ LitE
/               \
IntegerL                 IntegerL
/                   \
1                     2


It's interesting to notice that Just has appeared in the operands. An expression such as [e|(1 +)|] would instead have Nothing as its second operand!

So far, we've been using quotation to write Template Haskell. But we also can use ordinary Haskell constructors defined in the template-haskell library. For example, instead of writing [e|(4, 2)|], we may as well type out the full AST to obtain the same result:

>>> runQ (pure (TupE [Just (LitE (IntegerL 4)), Just (LitE (IntegerL 2))]))
TupE [Just (LitE (IntegerL 4)),Just (LitE (IntegerL 2))]

               TupE
|
:
/ \
Just   \
/     :
LitE     / \
/  Just   []
IntegerL     |
/    LitE
4       |
IntegerL
|
2


Template Haskell follows a nice pattern of naming nodes for the AST where expressions will be suffixed with E, patterns with P, literals with L, declarations with D, and types with T. We also have quasi-quoters equivalent to some of the trees, namely e, p, d, and t.

As a matter of fact, working with [e| ... |] is so common that we can just use [| ... |] instead.

We've been using e to generate Haskell expressions so far, although it is also of interest to create other Haskell constructs, such as declarations. Without further ado, let's use Template Haskell to generate a declaration that is equivalent to the following Haskell code:

decl :: Int
decl = 1 + 2


Since we have a declaration, we may use the d quasi-quoter for this:

>>> runQ [d|
...         decl :: Int
...         decl = 1 + 2
...       |]
[ SigD decl_0 (ConT GHC.Types.Int)
, ValD (VarP decl_0) (
NormalB (  -- NormalB is the body of a declaration without pattern guards
InfixE (Just (LitE (IntegerL 1))) (VarE GHC.Num.+) (Just (LitE (IntegerL 2)))
)
) []
]


The template-haskell package provides comprehensible documentation for all of the types generated by the Exp, Pat, Dec and Type quasi-quoters.

### Splicing

So far, we've used TH to analyze the trees produced by various Haskell constructs. While that is interesting, it is not so useful since the main purpose of TH is to generate Haskell code that can be compiled and used. For this, we may use splices, which will essentially allow us to call our definitions made with TH.

-- A function which takes two other functions and composes them, as (.):
>>> compose :: Q Exp
... compose = [|\left right x -> left (right x)|]

>>> $compose (* 2) (+ 1) 0 2  What is going on with the $compose? This is a splice, and it allows us to use a given Template Haskell definition. The expression that immediately follows the $ will evaluate the TH definition and return an actual Haskell definition that we can use. Splices will try to inject any kind of code that is given to them, so make sure it is correct. As demonstrated below, we can inject a bound variable in Template Haskell: >>> x = 20 >>> compose' :: Q Exp ... compose' = [|\left right -> left (right x)|] >>>$compose' (* 2) (+ 1)
42


Since Template Haskell is evaluated during compile time, if we replace x with a variable that was not bound, such as z, we get a Variable not in scope: z error instead during the splice generation. Any malformed expressions will be reported like any other regular Haskell expression. In other words, we analyze a Template Haskell declaration as if it was any other ordinary Haskell declaration.

### Stage restriction

One caveat of splices exists on where they may be defined and used within some source file. To visualize the problem, we will create a new file called Main.hs with the following:

{-# LANGUAGE TemplateHaskell #-}

someSplice :: Q [Dec]
someSplice = [d|y = 0|]

x :: Int
x = 42

$someSplice z :: String z = show x  Now try to load it in GHCi: >>> :l Main.hs [1 of 1] Compiling Main ( Main.hs, interpreted ) Failed, no modules loaded. Main.hs:11:1: error: GHC stage restriction: ‘someSplice’ is used in a top-level splice, quasi-quote, or annotation, and must be imported, not defined locally | 11 |$someSplice
| ^^^^^^^^^^^


Oops! We've encountered a stage restriction. If you ever come across a project that uses TH, you may notice that often there is a separate module for all things that are related to TH. To fix the error, let's move the definition of someSplice to a new TH.hs file.

{-# LANGUAGE TemplateHaskell #-}

module TH where

someSplice :: Q [Dec]
someSplice = [d|y = 0|]


And change Main.hs to import it:

{-# LANGUAGE TemplateHaskell #-}

import TH

x :: Int
x = 42

$someSplice z :: String z = show x  And now we should be able to load Main and use y. Another restriction comes with declaration groups. Notably, if we swap where x and z are declared: z :: String z = show x$someSplice

x :: Int
x = 42


and load the file again, we see a problem:

Main.hs:8:10: error:
• Variable not in scope: x
• ‘x’ (line 13) is not in scope before the splice on line 10
|
8 | z = show x
|


Whenever we insert a splice, the file is divided between everything that was declared before and after the splice. In our first example, x was in the scope of z but not the opposite, but after swapping both declarations, z is in the scope of x but not the opposite. To mitigate the problem, we often try to insert all splices at the very bottom of the file, if possible.

### -ddump-splices

It's useful to see what code was generated with Template Haskell. We can use the -ddump-splices to see the output:

>>> :set -ddump-splices


If we load Main again (this time with the correct order of declarations), we should see the generated output of the splice:

>>> :r
[2 of 2] Compiling Main             ( Main.hs, interpreted )
Main.hs:10:1-11: Splicing declarations
someSplice ======> y_a65Q = 0


The output shows our y was declared as 0.

## Example: generating instances

Let's create a simple example to best understand how TH works. One thing that could be potentially useful is a way to extract the third, fourth, fifth, etc. element of some tuple. Users of the lens library probably have found methods such as _1, _2, _3, etc. to deal with tuples of arbitrary sizes. Let's try to generate these instances automatically using TH.

We will use the following approach. First, we will define typeclasses Tuple2, Tuple3, ... for tuples of arbitrary sizes. Each of them will have methods _1, _2, _3, ... for accessing elements of tuples. After this, we will generate instances for each (a, b), (a, b, c), (a, b, c, d), etc.

To begin, let's start by creating a file TuplesTH.hs:

{-# LANGUAGE TemplateHaskell #-}

module TuplesTH where

import Data.Traversable (for)


How does TH represent the tuple of a tuple as an AST? We could check the documentation, but we can also check out GHCi:

>>> runQ [d|x :: (a,b,c); x = undefined|]
[ SigD x_8 (AppT (AppT (AppT (TupleT 3) (VarT a_5)) (VarT b_6)) (VarT c_7))
, ValD (VarP x_8) (NormalB (VarE GHC.Err.undefined)) []
]


Don't worry if your variable names are not the same. The relevant part for us is AppT (AppT (AppT (TupleT 3) (VarT a_5)) (VarT b_6)) (VarT c_7):

                    AppT
/    \
AppT      VarT
/    \      \
AppT      VarT   c_7
/    \      \
TupleT      VarT   b_6
/        \
3          a_5


We must mimic this structure for our class instance declarations. Not only this, but our method will have the format (a, b, ..., t, ...) -> t where t is the n-th type of our tuple. Again, let's see what is the Template Haskell equivalent for a function:

>>> runQ [d|x :: a -> b; x = undefined|]
[ SigD x_15 (AppT (AppT ArrowT (VarT a_13)) (VarT b_14))
, ValD (VarP x_15) (NormalB (VarE GHC.Err.undefined)) []
]


We see that an arrow (->) is represented as ArrowT. Keep in mind that a -> b is the same as (->) a b.

                AppT
/    \
AppT      VarT
/    \      \
ArrowT      VarT   b_14
\
a_13


With this, we can create a function which generates a tuple class. We have a declaration, so by looking up the documentation for Dec we find our constructor for declaring a class: ClassD Cxt Name [TyVarBndr ()] [FunDep] [Dec]. This class should have the form class TupleX t r | t -> r where _X :: t -> r, where X is the number of elements in the tuple. With this information, we can declare a function which will generate such class for us:

generateTupleClass :: Int -> Q [Dec]
generateTupleClass size = do
unless (size > 0) $fail$ "Non-positive size: " ++ size'
pure [cDecl]
where
size' = show size
className = mkName ("Tuple" ++ size')
methodName = mkName ('_' : size')

t = mkName "t"
r = mkName "r"

-- class TupleX t r | t -> r where
cDecl = ClassD [] className [PlainTV t, PlainTV r] [FunDep [t] [r]] [mDecl]
--   _X :: t -> r
mDecl = SigD methodName (AppT (AppT ArrowT (VarT t)) (VarT r))


We only handle cases with at least 1 element, so we throw an error if we have less than this. We use the mkName function to create the names of our class (TupleX), its method (_X), and the t and r type variables.

For the declaration of the class, we use the ClassD constructor with the following fields:

• [] :: Ctx — An empty array of constraints, since we don't impose further restrictions on our types.
• className :: Name — The name of the class being declared.
• [PlainTV t, PlainTV r] :: [TyVarBndr ()] — The bindings of our typeclass, which are t and r.
• [FunDep [t] [r]] :: [FunDep] — A functional dependency of the format t -> r.
• [mDecl] :: [Dec] — Our class declarations, containing _X, a method of type t -> r.

Now let's create a Main.hs and test out what we made:

{-# LANGUAGE FlexibleInstances #-}
{-# LANGUAGE FunctionalDependencies #-}
{-# LANGUAGE MultiParamTypeClasses #-}

import TuplesTH

$(generateTupleClass 3)  If we now load this in GHCi, we get: >>> :l Main [2 of 2] Compiling Main ( Main.hs, interpreted ) Ok, two modules loaded. >>> :i Tuple3 type Tuple3 :: * -> * -> Constraint class Tuple3 t r | t -> r where _3 :: t -> r {-# MINIMAL _3 #-} -- Defined at Main.hs:8:3  Hooray! We made a class declaration using TH. Now let's generate some instances. In the same manner as ClassD, we can use InstanceD for this, which in Dec has a constructor of the form InstanceD (Maybe Overlap) Ctx Type [Dec]. What should the AST for the instance look like? Let GHCi come to our rescue again! >>> runQ [d|instance Tuple3 (a, b, c) c where _3 (_, _, c) = c|] [InstanceD Nothing [] (AppT (AppT (ConT Main.Tuple3) (AppT (AppT (AppT (TupleT 3) (VarT a_4)) (VarT b_5)) (VarT c_6))) (VarT c_6)) [FunD Main._3 [Clause [TupP [WildP,WildP,VarP c_7]] (NormalB (VarE c_7)) []]]]  This is a bit verbose, but we can notice two useful things. The first one is that we have a nested sequence of AppT for our tuple type like before. What's interesting right now is how the tuple is represented as a sequence of AppT other_app_ts some_type_var, with TupleT 3 at the end. We can use foldl to apply the AppT nodes to some VarT variable, using TupleT 3 as the initial value for our fold. After this, we only need to apply the result of the fold inside AppT (AppT (ConT our_class_name) result_of_our_fold). The second thing to notice is that InstanceD also expects a declaration, in our case a function, represented as FunD. We want a pattern for our tuple where the X-th tuple element has a variable pattern and the other ones are wildcards. We can create a function that takes the index of the element we want to generate a getter for and the total size of the tuple and generates an instance accessing this element. Having this in mind, we can create our tuple type (t1, t2, ...) and generate a type TupleX (t1, t2, ...) tX which is the instance declaration for our class with its corresponding method declaration, which is a function _X (_, _, ..., x, ...) = x that corresponds to our accessor. generateTupleInstance :: Int -> Int -> Q [Dec] generateTupleInstance element size = do unless (size > 0)$
fail $"Non-positive size: " ++ element' unless (size >= element)$
fail $"Can't extract element " ++ element' ++ " of " ++ size' ++ "-tuple" pure [iDecl] where element' = show element size' = show size className = mkName ("Tuple" ++ element') methodName = mkName ('_' : element') x = mkName "x" vars = [mkName ('t' : show n) | n <- [1..size]] signature = foldl (\acc var -> AppT acc (VarT var)) (TupleT size) vars -- instance TupleX (t1, ..., tX, ...) tX where iDecl = InstanceD Nothing [] (AppT (AppT (ConT className) signature) (VarT$ mkName ('t' : element'))) [mDecl]
--   _X (_, _, ..., x, ...) = x
mDecl = FunD methodName [Clause [TupP $replicate (element - 1) WildP ++ [VarP x] ++ replicate (size - element) WildP] (NormalB$ VarE x) []]


If we now add $(generateTupleInstance 3 5) to our Main module and load it in GHCi, we can see that this indeed generated an instance: >>> :i Tuple3 type Tuple3 :: * -> * -> Constraint class Tuple3 t r | t -> r where _3 :: t -> r {-# MINIMAL _3 #-} -- Defined at Main.hs:8:3 instance Tuple3 (t1, t2, t3, t4, t5) t3 -- Defined at Main.hs:9:3 >>> _3 (42, "hello", '#', [], 3.14) '#'  Finally, let's add one more TH function which will generate instances for all tuples up to 62 elements (which is the maximum tuple size allowed by GHC). We want to generate N instances for all M-tuples such that N ≤ M: generateTupleBoilerplate :: Int -> Q [Dec] generateTupleBoilerplate size = concatFor [1..size]$ \classDeclIndex -> do
cDecl <- generateTupleClass classDeclIndex
iDecls <- for [1..classDeclIndex] $\instanceDeclIndex -> generateTupleInstance instanceDeclIndex classDeclIndex pure$ concat (cDecl : iDecls)
where
concatFor xs = fmap concat . for xs


Now change your Main to contain \$(generateTupleBoilerplate 62) and voilá! We have all instances for tuples.

### Exercises

1. Change the definition of TupleX so that each class declaration also contains a Tuple(X-1) constraint. For example, class Tuple2 a => Tuple3 a, class Tuple1 a => Tuple2 a etc. Notice Tuple1 should have no constraints.
2. Create a mapX method that maps the X-th element of a tuple, similarly to fmap.

In this post, we've seen the basics of Template Haskell. We used it to declare some instances, inspect the generated AST, and implement instances for tuple types. For more resources on Template Haskell, I suggest checking out the following links:

Serokell

Serokell is a software development company focused on creating customized high-performance solutions with functional programming technologies.

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