From: Chris Barker Date: Wed, 8 Dec 2010 22:43:32 +0000 (-0500) Subject: edits X-Git-Url: http://lambda.jimpryor.net/git/gitweb.cgi?p=lambda.git;a=commitdiff_plain;h=5fda6b40cf467cf820cf7ecf022ac796dd0e316b edits --- diff --git a/manipulating_trees_with_monads.mdwn b/manipulating_trees_with_monads.mdwn index 3247ce62..23abaa63 100644 --- a/manipulating_trees_with_monads.mdwn +++ b/manipulating_trees_with_monads.mdwn @@ -46,18 +46,18 @@ We'll be using trees where the nodes are integers, e.g., Our first task will be to replace each leaf with its double: - let rec tree_map (leaf_modifier : 'a -> 'b) (t : 'a tree) : 'b tree = + let rec tree_map (t : 'a tree) (leaf_modifier : 'a -> 'b): 'b tree = match t with | Leaf i -> Leaf (leaf_modifier i) - | Node (l, r) -> Node (tree_map leaf_modifier l, - tree_map leaf_modifier r);; + | Node (l, r) -> Node (tree_map l leaf_modifier, + tree_map r leaf_modifier);; -`tree_map` takes a function that transforms old leaves into new leaves, -and maps that function over all the leaves in the tree, leaving the -structure of the tree unchanged. For instance: +`tree_map` takes a tree and a function that transforms old leaves into +new leaves, and maps that function over all the leaves in the tree, +leaving the structure of the tree unchanged. For instance: let double i = i + i;; - tree_map double t1;; + tree_map t1 double;; - : int tree = Node (Node (Leaf 4, Leaf 6), Node (Leaf 10, Node (Leaf 14, Leaf 22))) @@ -80,7 +80,7 @@ each leaf instead by supplying the appropriate `int -> int` operation in place of `double`: let square i = i * i;; - tree_map square t1;; + tree_map t1 square;; - : int tree = Node (Node (Leaf 4, Leaf 9), Node (Leaf 25, Node (Leaf 49, Leaf 121))) @@ -114,7 +114,7 @@ with `f i`. [Application note: this kind of reader object could provide a model for Kaplan's characters. It turns an ordinary tree into one that -expects contextual information (here, the `λ f`) that can be +expects contextual information (here, the `\f`) that can be used to compute the content of indexicals embedded arbitrarily deeply in the tree.] @@ -143,11 +143,11 @@ function of type `int -> int` to. But we can do this: - let rec tree_monadize (f : 'a -> 'b reader) (t : 'a tree) : 'b tree reader = + let rec tree_monadize (t : 'a tree) (f : 'a -> 'b reader) : 'b tree reader = match t with | Leaf a -> reader_bind (f a) (fun b -> reader_unit (Leaf b)) - | Node (l, r) -> reader_bind (tree_monadize f l) (fun l' -> - reader_bind (tree_monadize f r) (fun r' -> + | Node (l, r) -> reader_bind (tree_monadize l f) (fun l' -> + reader_bind (tree_monadize r f) (fun r' -> reader_unit (Node (l', r'))));; This function says: give me a function `f` that knows how to turn @@ -185,17 +185,17 @@ Then we can expect that supplying it to our `int tree reader` will double all th In more fanciful terms, the `tree_monadize` function builds plumbing that connects all of the leaves of a tree into one connected monadic network; it threads the `'b reader` monad through the original tree's leaves. - # tree_monadize int_readerize t1 double;; + # tree_monadize t1 int_readerize double;; - : int tree = Node (Node (Leaf 4, Leaf 6), Node (Leaf 10, Node (Leaf 14, Leaf 22))) Here, our environment is the doubling function (`fun i -> i + i`). If we apply the very same `int tree reader` (namely, `tree_monadize -int_readerize t1`) to a different `int -> int` function---say, the +t1 int_readerize`) to a different `int -> int` function---say, the squaring function, `fun i -> i * i`---we get an entirely different result: - # tree_monadize int_readerize t1 square;; + # tree_monadize t1 int_readerize square;; - : int tree = Node (Node (Leaf 4, Leaf 9), Node (Leaf 25, Node (Leaf 49, Leaf 121))) @@ -213,16 +213,16 @@ Gratifyingly, we can use the `tree_monadize` function without any modification whatsoever, except for replacing the (parametric) type `'b reader` with `'b state`, and substituting in the appropriate unit and bind: - let rec tree_monadize (f : 'a -> 'b state) (t : 'a tree) : 'b tree state = + let rec tree_monadize (t : 'a tree) (f : 'a -> 'b state) : 'b tree state = match t with | Leaf a -> state_bind (f a) (fun b -> state_unit (Leaf b)) - | Node (l, r) -> state_bind (tree_monadize f l) (fun l' -> - state_bind (tree_monadize f r) (fun r' -> + | Node (l, r) -> state_bind (tree_monadize l f) (fun l' -> + state_bind (tree_monadize r f) (fun r' -> state_unit (Node (l', r'))));; Then we can count the number of leaves in the tree: - # tree_monadize (fun a -> fun s -> (a, s+1)) t1 0;; + # tree_monadize t1 (fun a -> fun s -> (a, s+1)) 0;; - : int tree * int = (Node (Node (Leaf 2, Leaf 3), Node (Leaf 5, Node (Leaf 7, Leaf 11))), 5) @@ -250,7 +250,7 @@ We can use the state monad to replace leaves with a number corresponding to that leave's ordinal position. When we do so, we reveal the order in which the monadic tree forces evaluation: - # tree_monadize (fun a -> fun s -> (s+1, s+1)) t1 0;; + # tree_monadize t1 (fun a -> fun s -> (s+1, s+1)) 0;; - : int tree * int = (Node (Node (Leaf 1, Leaf 2), Node (Leaf 3, Node (Leaf 4, Leaf 5))), 5) @@ -262,14 +262,14 @@ Reversing the order requires reversing the order of the state_bind operations. It's not obvious that this will type correctly, so think it through: - let rec tree_monadize_rev (f : 'a -> 'b state) (t : 'a tree) : 'b tree state = + let rec tree_monadize_rev (t : 'a tree) (f : 'a -> 'b state) : 'b tree state = match t with | Leaf a -> state_bind (f a) (fun b -> state_unit (Leaf b)) - | Node (l, r) -> state_bind (tree_monadize f r) (fun r' -> (* R first *) - state_bind (tree_monadize f l) (fun l'-> (* Then L *) + | Node (l, r) -> state_bind (tree_monadize r f) (fun r' -> (* R first *) + state_bind (tree_monadize l f) (fun l'-> (* Then L *) state_unit (Node (l', r'))));; - # tree_monadize_rev (fun a -> fun s -> (s+1, s+1)) t1 0;; + # tree_monadize_rev t1 (fun a -> fun s -> (s+1, s+1)) 0;; - : int tree * int = (Node (Node (Leaf 5, Leaf 4), Node (Leaf 3, Node (Leaf 2, Leaf 1))), 5) @@ -280,7 +280,7 @@ same-fringe problem. One more revealing example before getting down to business: replacing `state` everywhere in `tree_monadize` with `list` gives us - # tree_monadize (fun i -> [ [i; square i] ]) t1;; + # tree_monadize t1 (fun i -> [ [i; square i] ]);; - : int list tree list = [Node (Node (Leaf [2; 4], Leaf [3; 9]), @@ -303,11 +303,11 @@ of leaves? let continuation_unit a = fun k -> k a;; let continuation_bind u f = fun k -> u (fun a -> f a k);; - let rec tree_monadize (f : 'a -> ('b, 'r) continuation) (t : 'a tree) : ('b tree, 'r) continuation = + let rec tree_monadize (t : 'a tree) (f : 'a -> ('b, 'r) continuation) : ('b tree, 'r) continuation = match t with | Leaf a -> continuation_bind (f a) (fun b -> continuation_unit (Leaf b)) - | Node (l, r) -> continuation_bind (tree_monadize f l) (fun l' -> - continuation_bind (tree_monadize f r) (fun r' -> + | Node (l, r) -> continuation_bind (tree_monadize l f) (fun l' -> + continuation_bind (tree_monadize r f) (fun r' -> continuation_unit (Node (l', r'))));; We use the Continuation monad described above, and insert the @@ -315,12 +315,12 @@ We use the Continuation monad described above, and insert the So for example, we compute: - # tree_monadize (fun a -> fun k -> a :: k a) t1 (fun t -> []);; + # tree_monadize t1 (fun a k -> a :: k ()) (fun _ -> []);; - : int list = [2; 3; 5; 7; 11] We have found a way of collapsing a tree into a list of its leaves. Can you trace how this is working? Think first about what the -operation `fun a -> fun k -> a :: k a` does when you apply it to a +operation `fun a k -> a :: k a` does when you apply it to a plain `int`, and the continuation `fun _ -> []`. Then given what we've said about `tree_monadize`, what should we expect `tree_monadize (fun a -> fun k -> a :: k a` to do? @@ -337,7 +337,7 @@ note that an interestingly uninteresting thing happens if we use `continuation_unit` as our first argument to `tree_monadize`, and then apply the result to the identity function: - # tree_monadize continuation_unit t1 (fun t -> t);; + # tree_monadize t1 continuation_unit (fun t -> t);; - : int tree = Node (Node (Leaf 2, Leaf 3), Node (Leaf 5, Node (Leaf 7, Leaf 11))) @@ -345,19 +345,19 @@ That is, nothing happens. But we can begin to substitute more interesting functions for the first argument of `tree_monadize`: (* Simulating the tree reader: distributing a operation over the leaves *) - # tree_monadize (fun a -> fun k -> k (square a)) t1 (fun t -> t);; + # tree_monadize t1 (fun a -> fun k -> k (square a)) (fun t -> t);; - : int tree = Node (Node (Leaf 4, Leaf 9), Node (Leaf 25, Node (Leaf 49, Leaf 121))) (* Simulating the int list tree list *) - # tree_monadize (fun a -> fun k -> k [a; square a]) t1 (fun t -> t);; + # tree_monadize t1 (fun a -> fun k -> k [a; square a]) (fun t -> t);; - : int list tree = Node (Node (Leaf [2; 4], Leaf [3; 9]), Node (Leaf [5; 25], Node (Leaf [7; 49], Leaf [11; 121]))) (* Counting leaves *) - # tree_monadize (fun a -> fun k -> 1 + k a) t1 (fun t -> 0);; + # tree_monadize t1 (fun a -> fun k -> 1 + k a) (fun t -> 0);; - : int = 5 [To be fixed: exactly which kind of monad each of these computations simulates.] @@ -423,7 +423,7 @@ let sentence1 = Node (Leaf "John", Then we can crudely approximate quantification as follows:
-# tree_monadize lex sentence1 (fun x -> x);;
+# tree_monadize sentence1 lex (fun x -> x);;
 - : string tree =
 Node
  (Leaf "forall x",
@@ -436,7 +436,7 @@ sentence:
 
 
 # let sentence2 = Node (Leaf "everyone", Node (Leaf "saw", Leaf "someone"));;
-# tree_monadize lex sentence2 (fun x -> x);;
+# tree_monadize sentence2 lex (fun x -> x);;
 - : string tree =
 Node
  (Leaf "forall x",
@@ -448,7 +448,7 @@ replace the usual tree_monadizer with tree_monadizer_rev, we get
 inverse scope:
 
 
-# tree_monadize_rev lex sentence2 (fun x -> x);;
+# tree_monadize_rev sentence2 lex (fun x -> x);;
 - : string tree =
 Node
  (Leaf "exists y",
@@ -559,14 +559,26 @@ So we've defined a Tree monad:
 
 What's this have to do with the `tree_monadize` functions we defined earlier?
 
-	let rec tree_monadize (f : 'a -> 'b reader) (t : 'a tree) : 'b tree reader =
+	let rec tree_monadize (t : 'a tree) (f : 'a -> 'b reader) : 'b tree reader =
 	    match t with
 	    | Leaf a -> reader_bind (f a) (fun b -> reader_unit (Leaf b))
-	    | Node (l, r) -> reader_bind (tree_monadize f l) (fun l' ->
-	                       reader_bind (tree_monadize f r) (fun r' ->
+	    | Node (l, r) -> reader_bind (tree_monadize l f) (fun l' ->
+	                       reader_bind (tree_monadize r f) (fun r' ->
 	                         reader_unit (Node (l', r'))));;
 
 ... and so on for different monads?
 
-The answer is that each of those `tree_monadize` functions is adding a Tree monad *layer* to a pre-existing Reader (and so on) monad. We discuss that further here: [[Monad Transformers]].
+Well, notice that `tree\_monadizer` takes arguments whose types
+resemble that of a monadic `bind` function.  Here's a schematic bind
+function compared with `tree\_monadizer`:
 
+          bind             (u:'a Monad) (f: 'a -> 'b Monad): 'b Monad
+          tree\_monadizer  (u:'a Tree)  (f: 'a -> 'b Monad): 'b Tree Monad 
+
+Comparing these types makes it clear that `tree\_monadizer` provides a
+way to distribute an arbitrary monad M across the leaves of any tree to
+form a new tree inside an M box.
+
+The more general answer is that each of those `tree\_monadize`
+functions is adding a Tree monad *layer* to a pre-existing Reader (and
+so on) monad. We discuss that further here: [[Monad Transformers]].