X-Git-Url: http://lambda.jimpryor.net/git/gitweb.cgi?p=lambda.git;a=blobdiff_plain;f=advanced_topics%2Fmonads_in_category_theory.mdwn;h=0cdb5ab10c16bc2f13351138d6e37e7496baba9b;hp=173160e51c310018c87b43984820f3ffcffd176e;hb=HEAD;hpb=446376aee15c6fbc9d71383d1c7654fd02ebb8f6 diff --git a/advanced_topics/monads_in_category_theory.mdwn b/advanced_topics/monads_in_category_theory.mdwn deleted file mode 100644 index 173160e5..00000000 --- a/advanced_topics/monads_in_category_theory.mdwn +++ /dev/null @@ -1,610 +0,0 @@ -Caveats -------- -I really don't know much category theory. Just enough to put this -together. Also, this really is "put together." I haven't yet found an -authoritative source (that's accessible to a category theory beginner like -myself) that discusses the correspondence between the category-theoretic and -functional programming uses of these notions in enough detail to be sure that -none of the pieces here is mistaken. -In particular, it wasn't completely obvious how to map the polymorphism on the -programming theory side into the category theory. The way I accomplished this -may be more complex than it needs to be. -Also I'm bothered by the fact that our `<=<` operation is only partly defined -on our domain of natural transformations. -There are three additional points below that I wonder whether may be too -cavalier. -But all considered, this does seem to -me to be a reasonable way to put the pieces together. We very much welcome -feedback from anyone who understands these issues better, and will make -corrections. - - -Monoids -------- -A **monoid** is a structure (S,⋆,z) consisting of an associative binary operation over some set `S`, which is closed under , and which contains an identity element `z` for . That is: - - -
-	for all s1, s2, s3 in S:
-	  (i) s1⋆s2 etc are also in S
-	 (ii) (s1⋆s2)⋆s3 = s1⋆(s2⋆s3)
-	(iii) z⋆s1 = s1 = s1⋆z
-
- -Some examples of monoids are: - -* finite strings of an alphabet `A`, with being concatenation and `z` being the empty string -* all functions X→X over a set `X`, with being composition and `z` being the identity function over `X` -* the natural numbers with being plus and `z` being 0 (in particular, this is a **commutative monoid**). If we use the integers, or the naturals mod n, instead of the naturals, then every element will have an inverse and so we have not merely a monoid but a **group**. -* if we let be multiplication and `z` be 1, we get different monoids over the same sets as in the previous item. - -Categories ----------- -A **category** is a generalization of a monoid. A category consists of a class of **elements**, and a class of **morphisms** between those elements. Morphisms are sometimes also called maps or arrows. They are something like functions (and as we'll see below, given a set of functions they'll determine a category). However, a single morphism only maps between a single source element and a single target element. Also, there can be multiple distinct morphisms between the same source and target, so the identity of a morphism goes beyond its "extension." - -When a morphism `f` in category C has source `C1` and target `C2`, we'll write f:C1→C2. - -To have a category, the elements and morphisms have to satisfy some constraints: - -
-	  (i) the class of morphisms has to be closed under composition:
-	      where f:C1→C2 and g:C2→C3, g ∘ f is also a
-	      morphism of the category, which maps C1→C3.
-
-	 (ii) composition of morphisms has to be associative
-
-	(iii) every element X of the category has to have an identity
-	      morphism 1X, which is such that for every morphism f:C1→C2:
-	      1C2 ∘ f = f = f ∘ 1C1
-
- -These parallel the constraints for monoids. Note that there can be multiple distinct morphisms between an element `X` and itself; they need not all be identity morphisms. Indeed from (iii) it follows that each element can have only a single identity morphism. - -A good intuitive picture of a category is as a generalized directed graph, where the category elements are the graph's nodes, and there can be multiple directed edges between a given pair of nodes, and nodes can also have multiple directed edges to themselves. Morphisms correspond to directed paths of length ≥ 0 in the graph. - - -Some examples of categories are: - -* Categories whose elements are sets and whose morphisms are functions between those sets. Here the source and target of a function are its domain and range, so distinct functions sharing a domain and range (e.g., `sin` and `cos`) are distinct morphisms between the same source and target elements. The identity morphism for any element/set is just the identity function for that set. - -* any monoid (S,⋆,z) generates a category with a single element `Q`; this `Q` need not have any relation to `S`. The members of `S` play the role of *morphisms* of this category, rather than its elements. All of these morphisms are understood to map `Q` to itself. The result of composing the morphism consisting of `s1` with the morphism `s2` is the morphism `s3`, where s3=s1⋆s2. The identity morphism for the (single) category element `Q` is the monoid's identity `z`. - -* a **preorder** is a structure (S, ≤) consisting of a reflexive, transitive, binary relation on a set `S`. It need not be connected (that is, there may be members `s1`,`s2` of `S` such that neither s1 ≤ s2 nor s2 ≤ s1). It need not be anti-symmetric (that is, there may be members `s1`,`s2` of `S` such that s1 ≤ s2 and s2 ≤ s1 but `s1` and `s2` are not identical). Some examples: - - * sentences ordered by logical implication ("p and p" implies and is implied by "p", but these sentences are not identical; so this illustrates a pre-order without anti-symmetry) - * sets ordered by size (this illustrates it too) - - Any pre-order (S,≤) generates a category whose elements are the members of `S` and which has only a single morphism between any two elements `s1` and `s2`, iff s1 ≤ s2. - - -Functors --------- -A **functor** is a "homomorphism", that is, a structure-preserving mapping, between categories. In particular, a functor `F` from category C to category D must: - -
-	  (i) associate with every element C1 of C an element F(C1) of D
-
-	 (ii) associate with every morphism f:C1→C2 of C a morphism F(f):F(C1)→F(C2) of D
-
-	(iii) "preserve identity", that is, for every element C1 of C:
-	      F of C1's identity morphism in C must be the identity morphism of F(C1) in D:
-	      F(1C1) = 1F(C1).
-
-	 (iv) "distribute over composition", that is for any morphisms f and g in C:
-	      F(g ∘ f) = F(g) ∘ F(f)
-
- -A functor that maps a category to itself is called an **endofunctor**. The (endo)functor that maps every element and morphism of C to itself is denoted `1C`. - -How functors compose: If `G` is a functor from category C to category D, and `K` is a functor from category D to category E, then `KG` is a functor which maps every element `C1` of C to element `K(G(C1))` of E, and maps every morphism `f` of C to morphism `K(G(f))` of E. - -I'll assert without proving that functor composition is associative. - - - -Natural Transformation ----------------------- -So categories include elements and morphisms. Functors consist of mappings from the elements and morphisms of one category to those of another (or the same) category. **Natural transformations** are a third level of mappings, from one functor to another. - -Where `G` and `H` are functors from category C to category D, a natural transformation η between `G` and `H` is a family of morphisms η[C1]:G(C1)→H(C1) in D for each element `C1` of C. That is, η[C1] has as source `C1`'s image under `G` in D, and as target `C1`'s image under `H` in D. The morphisms in this family must also satisfy the constraint: - -
-	for every morphism f:C1→C2 in C:
-	η[C2] ∘ G(f) = H(f) ∘ η[C1]
-
- -That is, the morphism via `G(f)` from `G(C1)` to `G(C2)`, and then via η[C2] to `H(C2)`, is identical to the morphism from `G(C1)` via η[C1] to `H(C1)`, and then via `H(f)` from `H(C1)` to `H(C2)`. - - -How natural transformations compose: - -Consider four categories B, C, D, and E. Let `F` be a functor from B to C; `G`, `H`, and `J` be functors from C to D; and `K` and `L` be functors from D to E. Let η be a natural transformation from `G` to `H`; φ be a natural transformation from `H` to `J`; and ψ be a natural transformation from `K` to `L`. Pictorally: - -
-	- B -+ +--- C --+ +---- D -----+ +-- E --
-		 | |        | |            | |
-	 F: ------> G: ------>     K: ------>
-		 | |        | |  | η       | |  | ψ
-		 | |        | |  v         | |  v
-		 | |    H: ------>     L: ------>
-		 | |        | |  | φ       | |
-		 | |        | |  v         | |
-		 | |    J: ------>         | |
-	-----+ +--------+ +------------+ +-------
-
- -Then (η F) is a natural transformation from the (composite) functor `GF` to the composite functor `HF`, such that where `B1` is an element of category B, (η F)[B1] = η[F(B1)]---that is, the morphism in D that η assigns to the element `F(B1)` of C. - -And (K η) is a natural transformation from the (composite) functor `KG` to the (composite) functor `KH`, such that where `C1` is an element of category C, (K η)[C1] = K(η[C1])---that is, the morphism in E that `K` assigns to the morphism η[C1] of D. - - -(φ -v- η) is a natural transformation from `G` to `J`; this is known as a "vertical composition". For any morphism f:C1→C2 in C: - -
-	φ[C2] ∘ H(f) ∘ η[C1] = φ[C2] ∘ H(f) ∘ η[C1]
-
- -by naturalness of φ, is: - -
-	φ[C2] ∘ H(f) ∘ η[C1] = J(f) ∘ φ[C1] ∘ η[C1]
-
- -by naturalness of η, is: - -
-	φ[C2] ∘ η[C2] ∘ G(f) = J(f) ∘ φ[C1] ∘ η[C1]
-
- -Hence, we can define (φ -v- η)[\_] as: φ[\_] ∘ η[\_] and rely on it to satisfy the constraints for a natural transformation from `G` to `J`: - -
-	(φ -v- η)[C2] ∘ G(f) = J(f) ∘ (φ -v- η)[C1]
-
- -An observation we'll rely on later: given the definitions of vertical composition and of how natural transformations compose with functors, it follows that: - -
-	((φ -v- η) F) = ((φ F) -v- (η F))
-
- -I'll assert without proving that vertical composition is associative and has an identity, which we'll call "the identity transformation." - - -(ψ -h- η) is natural transformation from the (composite) functor `KG` to the (composite) functor `LH`; this is known as a "horizontal composition." It's trickier to define, but we won't be using it here. For reference: - -
-	(φ -h- η)[C1]  =  L(η[C1]) ∘ ψ[G(C1)]
-				   =  ψ[H(C1)] ∘ K(η[C1])
-
- -Horizontal composition is also associative, and has the same identity as vertical composition. - - - -Monads ------- -In earlier days, these were also called "triples." - -A **monad** is a structure consisting of an (endo)functor `M` from some category C to itself, along with some natural transformations, which we'll specify in a moment. - -Let `T` be a set of natural transformations φ, each being between some arbitrary endofunctor `F` on C and another functor which is the composite `MF'` of `M` and another arbitrary endofunctor `F'` on C. That is, for each element `C1` in C, φ assigns `C1` a morphism from element `F(C1)` to element `MF'(C1)`, satisfying the constraints detailed in the previous section. For different members of `T`, the relevant functors may differ; that is, φ is a transformation from functor `F` to `MF'`, γ is a transformation from functor `G` to `MG'`, and none of `F`, `F'`, `G`, `G'` need be the same. - -One of the members of `T` will be designated the `unit` transformation for `M`, and it will be a transformation from the identity functor `1C` for C to `M(1C)`. So it will assign to `C1` a morphism from `C1` to `M(C1)`. - -We also need to designate for `M` a `join` transformation, which is a natural transformation from the (composite) functor `MM` to `M`. - -These two natural transformations have to satisfy some constraints ("the monad laws") which are most easily stated if we can introduce a defined notion. - -Let φ and γ be members of `T`, that is they are natural transformations from `F` to `MF'` and from `G` to `MG'`, respectively. Let them be such that `F' = G`. Now (M γ) will also be a natural transformation, formed by composing the functor `M` with the natural transformation γ. Similarly, `(join G')` will be a natural transformation, formed by composing the natural transformation `join` with the functor `G'`; it will transform the functor `MMG'` to the functor `MG'`. Now take the vertical composition of the three natural transformations `(join G')`, (M γ), and φ, and abbreviate it as follows. Since composition is associative I don't specify the order of composition on the rhs. - -
-	γ <=< φ  =def.  ((join G') -v- (M γ) -v- φ)
-
- -In other words, `<=<` is a binary operator that takes us from two members φ and γ of `T` to a composite natural transformation. (In functional programming, at least, this is called the "Kleisli composition operator". Sometimes it's written φ >=> γ where that's the same as γ <=< φ.) - -φ is a transformation from `F` to `MF'`, where the latter = `MG`; (M γ) is a transformation from `MG` to `MMG'`; and `(join G')` is a transformation from `MMG'` to `MG'`. So the composite γ <=< φ will be a transformation from `F` to `MG'`, and so also eligible to be a member of `T`. - -Now we can specify the "monad laws" governing a monad as follows: - -
	
-	(T, <=<, unit) constitute a monoid
-
- -That's it. Well, there may be a wrinkle here. I don't know whether the definition of a monoid requires the operation to be defined for every pair in its set. In the present case, γ <=< φ isn't fully defined on `T`, but only when φ is a transformation to some `MF'` and γ is a transformation from `F'`. But wherever `<=<` is defined, the monoid laws must hold: - -
-	    (i) γ <=< φ is also in T
-
-	   (ii) (ρ <=< γ) <=< φ  =  ρ <=< (γ <=< φ)
-
-	(iii.1) unit <=< φ  =  φ
-	        (here φ has to be a natural transformation to M(1C))
-
-	(iii.2)                ρ  =  ρ <=< unit
-	        (here ρ has to be a natural transformation from 1C)
-
- -If φ is a natural transformation from `F` to `M(1C)` and γ is (φ G'), that is, a natural transformation from `FG'` to `MG'`, then we can extend (iii.1) as follows: - -
-	γ = (φ G')
-	  = ((unit <=< φ) G')
-	  since unit is a natural transformation to M(1C), this is:
-	  = (((join 1C) -v- (M unit) -v- φ) G')
-	  = (((join 1C) G') -v- ((M unit) G') -v- (φ G'))
-	  = ((join (1C G')) -v- (M (unit G')) -v- γ)
-	  = ((join G') -v- (M (unit G')) -v- γ)
-	  since (unit G') is a natural transformation to MG', this is:
-	  = (unit G') <=< γ
-
- -where as we said γ is a natural transformation from some `FG'` to `MG'`. - -Similarly, if ρ is a natural transformation from `1C` to `MR'`, and γ is (ρ G), that is, a natural transformation from `G` to `MR'G`, then we can extend (iii.2) as follows: - -
-	γ = (ρ G)
-	  = ((ρ <=< unit) G)
-	  = since ρ is a natural transformation to MR', this is:
-	  = (((join R') -v- (M ρ) -v- unit) G)
-	  = (((join R') G) -v- ((M ρ) G) -v- (unit G))
-	  = ((join (R'G)) -v- (M (ρ G)) -v- (unit G))
-	  since γ = (ρ G) is a natural transformation to MR'G, this is:
-	  = γ <=< (unit G)
-
- -where as we said γ is a natural transformation from `G` to some `MR'G`. - -Summarizing then, the monad laws can be expressed as: - -
-	For all ρ, γ, φ in T for which ρ <=< γ and γ <=< φ are defined:
-
-	    (i) γ <=< φ etc are also in T
-
-	   (ii) (ρ <=< γ) <=< φ  =  ρ <=< (γ <=< φ)
-
-	(iii.1) (unit G') <=< γ  =  γ
-	        whenever γ is a natural transformation from some FG' to MG'
-
-	(iii.2)                     γ  =  γ <=< (unit G)
-	        whenever γ is a natural transformation from G to some MR'G
-
- - - -Getting to the standard category-theory presentation of the monad laws ----------------------------------------------------------------------- -In category theory, the monad laws are usually stated in terms of `unit` and `join` instead of `unit` and `<=<`. - - - -Let's remind ourselves of principles stated above: - -* composition of morphisms, functors, and natural compositions is associative - -* functors "distribute over composition", that is for any morphisms `f` and `g` in `F`'s source category: F(g ∘ f) = F(g) ∘ F(f) - -* if η is a natural transformation from `G` to `H`, then for every f:C1→C2 in `G` and `H`'s source category C: η[C2] ∘ G(f) = H(f) ∘ η[C1]. - -* (η F)[X] = η[F(X)] - -* (K η)[X] = K(η[X]) - -* ((φ -v- η) F) = ((φ F) -v- (η F)) - -Let's use the definitions of naturalness, and of composition of natural transformations, to establish two lemmas. - - -Recall that `join` is a natural transformation from the (composite) functor `MM` to `M`. So for elements `C1` in C, `join[C1]` will be a morphism from `MM(C1)` to `M(C1)`. And for any morphism f:C1→C2 in C: - -
-	(1) join[C2] ∘ MM(f)  =  M(f) ∘ join[C1]
-
- -Next, let γ be a transformation from `G` to `MG'`, and - consider the composite transformation ((join MG') -v- (MM γ)). - -* γ assigns elements `C1` in C a morphism γ\*:G(C1) → MG'(C1). (MM γ) is a transformation that instead assigns `C1` the morphism MM(γ\*). - -* `(join MG')` is a transformation from `MM(MG')` to `M(MG')` that assigns `C1` the morphism `join[MG'(C1)]`. - -Composing them: - -
-	(2) ((join MG') -v- (MM γ)) assigns to C1 the morphism join[MG'(C1)] ∘ MM(γ*).
-
- -Next, consider the composite transformation ((M γ) -v- (join G)): - -
-	(3) ((M γ) -v- (join G)) assigns to C1 the morphism M(γ*) ∘ join[G(C1)].
-
- -So for every element `C1` of C: - -
-	((join MG') -v- (MM γ))[C1], by (2) is:
-	join[MG'(C1)] ∘ MM(γ*), which by (1), with f=γ*:G(C1)→MG'(C1) is:
-	M(γ*) ∘ join[G(C1)], which by 3 is:
-	((M γ) -v- (join G))[C1]
-
- -So our **(lemma 1)** is: - -
-	((join MG') -v- (MM γ))  =  ((M γ) -v- (join G)),
-	where as we said γ is a natural transformation from G to MG'.
-
- - -Next recall that `unit` is a natural transformation from `1C` to `M`. So for elements `C1` in C, `unit[C1]` will be a morphism from `C1` to `M(C1)`. And for any morphism f:C1→C2 in C: - -
-	(4) unit[C2] ∘ f = M(f) ∘ unit[C1]
-
- -Next, consider the composite transformation ((M γ) -v- (unit G)): - -
-	(5) ((M γ) -v- (unit G)) assigns to C1 the morphism M(γ*) ∘ unit[G(C1)].
-
- -Next, consider the composite transformation ((unit MG') -v- γ): - -
-	(6) ((unit MG') -v- γ) assigns to C1 the morphism unit[MG'(C1)] ∘ γ*.
-
- -So for every element C1 of C: - -
-	((M γ) -v- (unit G))[C1], by (5) =
-	M(γ*) ∘ unit[G(C1)], which by (4), with f=γ*:G(C1)→MG'(C1) is:
-	unit[MG'(C1)] ∘ γ*, which by (6) =
-	((unit MG') -v- γ)[C1]
-
- -So our **(lemma 2)** is: - -
-	(((M γ) -v- (unit G))  =  ((unit MG') -v- γ)),
-	where as we said γ is a natural transformation from G to MG'.
-
- - -Finally, we substitute ((join G') -v- (M γ) -v- φ) for γ <=< φ in the monad laws. For simplicity, I'll omit the "-v-". - -
-	For all ρ, γ, φ in T,
-	where φ is a transformation from F to MF',
-	γ is a transformation from G to MG',
-	ρ is a transformation from R to MR',
-	and F'=G and G'=R:
-
-	     (i) γ <=< φ etc are also in T
-	==>
-	    (i') ((join G') (M γ) φ) etc are also in T
-
- -
-	    (ii) (ρ <=< γ) <=< φ  =  ρ <=< (γ <=< φ)
-	==>
-		     (ρ <=< γ) is a transformation from G to MR', so
-			 (ρ <=< γ) <=< φ becomes: ((join R') (M (ρ <=< γ)) φ)
-							which is: ((join R') (M ((join R') (M ρ) γ)) φ)
-
-			 similarly, ρ <=< (γ <=< φ) is:
-							((join R') (M ρ) ((join G') (M γ) φ))
-
-		 	 substituting these into (ii), and helping ourselves to associativity on the rhs, we get:
-	         ((join R') (M ((join R') (M ρ) γ)) φ) = ((join R') (M ρ) (join G') (M γ) φ)
-    
-			 which by the distributivity of functors over composition, and helping ourselves to associativity on the lhs, yields:
-	         ((join R') (M join R') (MM ρ) (M γ) φ) = ((join R') (M ρ) (join G') (M γ) φ)
-  
-			 which by lemma 1, with ρ a transformation from G' to MR', yields:
-	         ((join R') (M join R') (MM ρ) (M γ) φ) = ((join R') (join MR') (MM ρ) (M γ) φ)
-
-			 [-- Are the next two steps too cavalier? --]
-
-			 which will be true for all ρ, γ, φ only when:
-	         ((join R') (M join R')) = ((join R') (join MR')), for any R'
-
-			 which will in turn be true when:
-       (ii') (join (M join)) = (join (join M))
-
- -
-	 (iii.1) (unit G') <=< γ  =  γ
-	         when γ is a natural transformation from some FG' to MG'
-	==>
-			 (unit G') is a transformation from G' to MG', so:
-			 (unit G') <=< γ becomes: ((join G') (M (unit G')) γ)
-			                      which is: ((join G') ((M unit) G') γ)
-
-			 substituting in (iii.1), we get:
-			 ((join G') ((M unit) G') γ) = γ
-
-			 which is:
-			 (((join (M unit)) G') γ) = γ
-
-			 [-- Are the next two steps too cavalier? --]
-
-			 which will be true for all γ just in case:
-			 for any G', ((join (M unit)) G') = the identity transformation
-
-			 which will in turn be true just in case:
-	(iii.1') (join (M unit)) = the identity transformation
-
- -
-	 (iii.2) γ  =  γ <=< (unit G)
-	         when γ is a natural transformation from G to some MR'G
-	==>
-			 γ <=< (unit G) becomes: ((join R'G) (M γ) (unit G))
-			
-			 substituting in (iii.2), we get:
-			 γ = ((join R'G) (M γ) (unit G))
-		
-			 which by lemma 2, yields:
-			 γ = (((join R'G) ((unit MR'G) γ)
-
-			 which is:
-			 γ = (((join (unit M)) R'G) γ)
-
-			 [-- Are the next two steps too cavalier? --]
-
-			  which will be true for all γ just in case:
-			 for any R'G, ((join (unit M)) R'G) = the identity transformation
-
-			 which will in turn be true just in case:
-	(iii.2') (join (unit M)) = the identity transformation
-
- - -Collecting the results, our monad laws turn out in this format to be: - -
-	For all ρ, γ, φ in T,
-	where φ is a transformation from F to MF',
-	γ is a transformation from G to MG',
-	ρ is a transformation from R to MR',
-	and F'=G and G'=R:
-
-	    (i') ((join G') (M γ) φ) etc also in T
-
-	   (ii') (join (M join)) = (join (join M))
-
-	(iii.1') (join (M unit)) = the identity transformation
-
-	(iii.2') (join (unit M)) = the identity transformation
-
- - - -Getting to the functional programming presentation of the monad laws --------------------------------------------------------------------- -In functional programming, `unit` is sometimes called `return` and the monad laws are usually stated in terms of `unit`/`return` and an operation called `bind` which is interdefinable with `<=<` or with `join`. - -The base category C will have types as elements, and monadic functions as its morphisms. The source and target of a morphism will be the types of its argument and its result. (As always, there can be multiple distinct morphisms from the same source to the same target.) - -A monad `M` will consist of a mapping from types `'t` to types `M('t)`, and a mapping from functions f:C1→C2 to functions M(f):M(C1)→M(C2). This is also known as liftM f for `M`, and is pronounced "function f lifted into the monad M." For example, where `M` is the list monad, `M` maps every type `'t` into the type `'t list`, and maps every function f:x→y into the function that maps `[x1,x2...]` to `[y1,y2,...]`. - - -In functional programming, instead of working with natural transformations we work with "monadic values" and polymorphic functions "into the monad." - -A "monadic value" is any member of a type `M('t)`, for any type `'t`. For example, any `int list` is a monadic value for the list monad. We can think of these monadic values as the result of applying some function `phi`, whose type is `F('t)->M(F'('t))`. `'t` here is any collection of free type variables, and `F('t)` and `F'('t)` are types parameterized on `'t`. An example, with `M` being the list monad, `'t` being `('t1,'t2)`, `F('t1,'t2)` being `char * 't1 * 't2`, and `F'('t1,'t2)` being `int * 't1 * 't2`: - -
-	let phi = fun ((_:char, x y) -> [(1,x,y),(2,x,y)]
-
- - - -Now where `gamma` is another function of type F'('t) → M(G'('t)), we define: - -
-	gamma =<< phi a  =def. ((join G') -v- (M gamma)) (phi a)
-	                 = ((join G') -v- (M gamma) -v- phi) a
-					 = (gamma <=< phi) a
-
- -Hence: - -
-	gamma <=< phi = fun a -> (gamma =<< phi a)
-
- -`gamma =<< phi a` is called the operation of "binding" the function gamma to the monadic value `phi a`, and is usually written as `phi a >>= gamma`. - -With these definitions, our monadic laws become: - - -
-	Where phi is a polymorphic function of type F('t) -> M(F'('t))
-	gamma is a polymorphic function of type G('t) -> M(G'('t))
-	rho is a polymorphic function of type R('t) -> M(R'('t))
-	and F' = G and G' = R, 
-	and a ranges over values of type F('t),
-	b ranges over values of type G('t),
-	and c ranges over values of type G'('t):
-
-	      (i) γ <=< φ is defined,
-			  and is a natural transformation from F to MG'
-	==>
-		(i'') fun a -> gamma =<< phi a is defined,
-			  and is a function from type F('t) -> M(G'('t))
-
- -
-	     (ii) (ρ <=< γ) <=< φ  =  ρ <=< (γ <=< φ)
-	==>
-			  (fun a -> (rho <=< gamma) =<< phi a)  =  (fun a -> rho =<< (gamma <=< phi) a)
-			  (fun a -> (fun b -> rho =<< gamma b) =<< phi a)  =  (fun a -> rho =<< (gamma =<< phi a))
-
-	   (ii'') (fun b -> rho =<< gamma b) =<< phi a  =  rho =<< (gamma =<< phi a)
-
- -
-	  (iii.1) (unit G') <=< γ  =  γ
-	          when γ is a natural transformation from some FG' to MG'
-	==>
-			  (unit G') <=< gamma  =  gamma
-			  when gamma is a function of type F(G'('t)) -> M(G'('t))
-
-			  fun b -> (unit G') =<< gamma b  =  gamma
-
-			  (unit G') =<< gamma b  =  gamma b
-
-			  Let return be a polymorphic function mapping arguments of any
-			  type 't to M('t). In particular, it maps arguments c of type
-			  G'('t) to the monadic value (unit G') c, of type M(G'('t)).
-
-	(iii.1'') return =<< gamma b  =  gamma b
-
- -
-	  (iii.2) γ  =  γ <=< (unit G)
-	          when γ is a natural transformation from G to some MR'G
-	==>
-			  gamma  =  gamma <=< (unit G)
-			  when gamma is a function of type G('t) -> M(R'(G('t)))
-
-			  gamma  =  fun b -> gamma =<< (unit G) b
-
-			  As above, return will map arguments b of type G('t) to the
-			  monadic value (unit G) b, of type M(G('t)).
-
-			  gamma  =  fun b -> gamma =<< return b
-
-	(iii.2'') gamma b  =  gamma =<< return b
-
- -Summarizing (ii''), (iii.1''), (iii.2''), these are the monadic laws as usually stated in the functional programming literature: - -* `fun b -> rho =<< gamma b) =<< phi a = rho =<< (gamma =<< phi a)` - - Usually written reversed, and with a monadic variable `u` standing in - for `phi a`: - - `u >>= (fun b -> gamma b >>= rho) = (u >>= gamma) >>= rho` - -* `return =<< gamma b = gamma b` - - Usually written reversed, and with `u` standing in for `gamma b`: - - `u >>= return = u` - -* `gamma b = gamma =<< return b` - - Usually written reversed: - - `return b >>= gamma = gamma b` - -