futhark-0.22.2: src/Futhark/Optimise/ReduceDeviceSyncs/MigrationTable/Graph.hs
-- | This module contains the type definitions and basic operations
-- for the graph that
-- "Futhark.Optimise.ReduceDeviceSyncs.MigrationTable" internally uses
-- to construct a migration table. It is however completely
-- Futhark-agnostic and implements a generic graph abstraction.
--
-- = Overview
--
-- The 'Graph' type is a data flow dependency graph of program variables, each
-- variable represented by a 'Vertex'. A vertex may have edges to other vertices
-- or to a sink, which is a special vertex with no graph representation. Each
-- edge to a vertex is either from another vertex or from a source, which also
-- is a special vertex with no graph representation.
--
-- The primary graph operation provided by this module is 'route'. Given the
-- vertex that some unspecified source has an edge to, a path is attempted
-- found to a sink. If a sink can be reached from the source, all edges along
-- the path are reversed. The path in the opposite direction of reversed edges
-- from a source to some sink is a route.
--
-- Routes can be used to find a minimum vertex cut in the graph through what
-- amounts to a specialized depth-first search implementation of the
-- Ford-Fulkerson method. When viewed in this way each graph edge has a capacity
-- of 1 and the reversing of edges to create routes amounts to sending reverse
-- flow through a residual network (the current state of the graph).
-- The max-flow min-cut theorem allows one to determine a minimum edge cut that
-- separates the sources and sinks.
--
-- If each vertex @v@ in the graph is viewed as two vertices, @v_in@ and
-- @v_out@, with all ingoing edges to @v@ going to @v_in@, all outgoing edges
-- from @v@ going from @v_out@, and @v_in@ connected to @v_out@ with a single
-- edge, then the minimum edge cut of the view amounts to a minimum vertex cut
-- in the actual graph. The view need not be manifested as whether @v_in@ or
-- @v_out@ is reached by an edge to @v@ can be determined from whether that edge
-- is reversed or not. The presence of an outgoing, reversed edge also gives the
-- state of the virtual edge that connects @v_in@ to @v_out@.
--
-- When routing fails to find a sink in some subgraph reached via an edge then
-- that edge is marked exhausted. No sink can be reached via an exhausted edge,
-- and any subsequent routing attempt will skip pathfinding along such edge.
module Futhark.Optimise.ReduceDeviceSyncs.MigrationTable.Graph
( -- * Types
Graph,
Id,
IdSet,
Vertex (..),
Routing (..),
Exhaustion (..),
Edges (..),
EdgeType (..),
Visited,
Result (..),
-- * Construction
empty,
vertex,
declareEdges,
oneEdge,
none,
-- * Insertion
insert,
-- * Update
adjust,
connectToSink,
addEdges,
-- * Query
member,
lookup,
isSinkConnected,
-- * Routing
route,
routeMany,
-- * Traversal
fold,
reduce,
)
where
import Data.IntMap.Strict qualified as IM
import Data.IntSet qualified as IS
import Data.List (foldl')
import Data.Map.Strict qualified as M
import Data.Maybe (fromJust)
import Prelude hiding (lookup)
--------------------------------------------------------------------------------
-- TYPES --
--------------------------------------------------------------------------------
-- | A data flow dependency graph of program variables, each variable
-- represented by a 'Vertex'.
newtype Graph m = Graph (IM.IntMap (Vertex m))
-- | A handle that identifies a specific 'Vertex'.
type Id = Int
-- | A set of 'Id's.
type IdSet = IS.IntSet
-- | A graph representation of some program variable.
data Vertex m = Vertex
{ -- | The handle for this vertex in the graph.
vertexId :: Id,
-- | Custom data associated with the variable.
vertexMeta :: m,
-- | Whether a route passes through this vertex, and from where.
vertexRouting :: Routing,
-- | Handles of vertices that this vertex has an edge to.
vertexEdges :: Edges
}
-- | Route tracking for some vertex.
-- If a route passes through the vertex then both an ingoing and an outgoing
-- edge to/from that vertex will have been reversed, and the vertex will in
-- effect have lost one edge and gained another. The gained edge will be to
-- the prior vertex along the route that passes through.
data Routing
= -- | No route passes through the vertex, and no edges have been reversed,
-- added, nor deleted compared to what was declared.
NoRoute
| -- | A route passes through the vertex, and the prior vertex is the source
-- of that route. The edge gained by reversal is by definition exhausted.
FromSource
| -- | A route passes through the vertex, and this is the handle of the prior
-- vertex. The edge gained by reversal may be exhausted. Routing assumes
-- that at most one 'FromNode' routing exists to each vertex in a graph.
FromNode Id Exhaustion
deriving (Show, Eq, Ord)
-- | Whether some edge is exhausted or not. No sink can be reached via an
-- exhausted edge.
data Exhaustion = Exhausted | NotExhausted
deriving (Show, Eq, Ord)
-- | All relevant edges that have been declared from some vertex, plus
-- bookkeeping to track their exhaustion and reversal.
data Edges
= -- | The vertex has an edge to a sink; all other declared edges are
-- irrelevant. The edge cannot become exhausted, and it is reversed if a
-- route passes through the vertex (@vertexRouting v /= NoRoute@).
ToSink
| -- | All vertices that the vertex has a declared edge to, and which of
-- those edges that are not exhausted nor reversed, if not all.
ToNodes IdSet (Maybe IdSet)
deriving (Show, Eq, Ord)
instance Semigroup Edges where
ToSink <> _ = ToSink
_ <> ToSink = ToSink
(ToNodes a1 Nothing) <> (ToNodes a2 Nothing) =
ToNodes (a1 <> a2) Nothing
(ToNodes a1 (Just e1)) <> (ToNodes a2 Nothing) =
ToNodes (a1 <> a2) $ Just (e1 <> IS.difference a2 a1)
(ToNodes a1 Nothing) <> (ToNodes a2 (Just e2)) =
ToNodes (a1 <> a2) $ Just (e2 <> IS.difference a1 a2)
(ToNodes a1 (Just e1)) <> (ToNodes a2 (Just e2)) =
let a = IS.difference e2 (IS.difference a1 e1)
b = IS.difference e1 (IS.difference a2 e2)
in ToNodes (a1 <> a2) $ Just (a <> b)
instance Monoid Edges where
-- The empty set of edges.
mempty = ToNodes IS.empty Nothing
-- | Whether a vertex is reached via a normal or reversed edge.
data EdgeType = Normal | Reversed
deriving (Eq, Ord)
-- | State that tracks which vertices a traversal has visited, caching immediate
-- computations.
newtype Visited a = Visited {visited :: M.Map (EdgeType, Id) a}
-- | The result of a graph traversal that may abort early in case a sink is
-- reached.
data Result a
= -- | The traversal finished without encountering a sink, producing this
-- value.
Produced a
| -- | The traversal was aborted because a sink was reached.
FoundSink
deriving (Eq)
instance Semigroup a => Semigroup (Result a) where
FoundSink <> _ = FoundSink
_ <> FoundSink = FoundSink
Produced x <> Produced y = Produced (x <> y)
--------------------------------------------------------------------------------
-- CONSTRUCTION --
--------------------------------------------------------------------------------
-- | The empty graph.
empty :: Graph m
empty = Graph IM.empty
-- | Constructs a 'Vertex' without any edges.
vertex :: Id -> m -> Vertex m
vertex i m =
Vertex
{ vertexId = i,
vertexMeta = m,
vertexRouting = NoRoute,
vertexEdges = mempty
}
-- | Creates a set of edges where no edge is reversed or exhausted.
declareEdges :: [Id] -> Edges
declareEdges is = ToNodes (IS.fromList is) Nothing
-- | Like 'declareEdges' but for a single vertex.
oneEdge :: Id -> Edges
oneEdge i = ToNodes (IS.singleton i) Nothing
-- | Initial 'Visited' state before any vertex has been visited.
none :: Visited a
none = Visited M.empty
--------------------------------------------------------------------------------
-- INSERTION --
--------------------------------------------------------------------------------
-- | Insert a new vertex into the graph. If its variable already is represented
-- in the graph, the original graph is returned.
insert :: Vertex m -> Graph m -> Graph m
insert v (Graph m) = Graph $ IM.insertWith const (vertexId v) v m
--------------------------------------------------------------------------------
-- UPDATE --
--------------------------------------------------------------------------------
-- | Adjust the vertex with this specific id. When no vertex with that id is a
-- member of the graph, the original graph is returned.
adjust :: (Vertex m -> Vertex m) -> Id -> Graph m -> Graph m
adjust f i (Graph m) = Graph $ IM.adjust f i m
-- | Connect the vertex with this id to a sink. When no vertex with that id is a
-- member of the graph, the original graph is returned.
connectToSink :: Id -> Graph m -> Graph m
connectToSink = adjust $ \v -> v {vertexEdges = ToSink}
-- | Add these edges to the vertex with this id. When no vertex with that id is
-- a member of the graph, the original graph is returned.
addEdges :: Edges -> Id -> Graph m -> Graph m
addEdges es = adjust $ \v -> v {vertexEdges = es <> vertexEdges v}
--------------------------------------------------------------------------------
-- QUERY --
--------------------------------------------------------------------------------
-- | Does a vertex for the given id exist in the graph?
member :: Id -> Graph m -> Bool
member i (Graph m) = IM.member i m
-- | Returns the vertex with the given id.
lookup :: Id -> Graph m -> Maybe (Vertex m)
lookup i (Graph m) = IM.lookup i m
-- | Returns whether a vertex with the given id exists in the
-- graph and is connected directly to a sink.
isSinkConnected :: Id -> Graph m -> Bool
isSinkConnected i g =
maybe False ((ToSink ==) . vertexEdges) (lookup i g)
-- ROUTING --
--------------------------------------------------------------------------------
-- | @route src g@ attempts to find a path in @g@ from the source connected
-- vertex with id @src@. If a sink is found, all edges along the path will be
-- reversed to create a route, and the id of the vertex that connects to the
-- sink is returned.
route :: Id -> Graph m -> (Maybe Id, Graph m)
route src g =
case route' IM.empty 0 Nothing Normal src g of
(DeadEnd, g') -> (Nothing, g')
(SinkFound snk, g') -> (Just snk, g')
(CycleDetected {}, _) ->
error
"Routing did not escape cycle in Futhark.Analysis.MigrationTable.Graph."
-- | @routeMany srcs g@ attempts to create a 'route' in @g@ from every vertex
-- in @srcs@. Returns the ids for the vertices connected to each found sink.
routeMany :: [Id] -> Graph m -> ([Id], Graph m)
routeMany srcs graph =
foldl' f ([], graph) srcs
where
f (snks, g) src =
case route src g of
(Nothing, g') -> (snks, g')
(Just snk, g') -> (snk : snks, g')
--------------------------------------------------------------------------------
-- TRAVERSAL --
--------------------------------------------------------------------------------
-- | @fold g f (a, vs) et i@ folds @f@ over the vertices in @g@ that can be
-- reached from the vertex with handle @i@ accessed via an edge of type @et@.
-- Each vertex @v@ may be visited up to two times, once for each type of edge
-- @e@ pointing to it, and each time @f a e v@ is evaluated to produce an
-- updated @a@ value to be used in future @f@ evaluations or to be returned.
-- The @vs@ set records which @f a e v@ evaluations already have taken place.
-- The function returns an updated 'Visited' set recording the evaluations it
-- has performed.
fold ::
Graph m ->
(a -> EdgeType -> Vertex m -> a) ->
(a, Visited ()) ->
EdgeType ->
Id ->
(a, Visited ())
fold g f (res, vs) et i
| M.notMember (et, i) (visited vs),
Just v <- lookup i g =
let res' = f res et v
vs' = Visited $ M.insert (et, i) () (visited vs)
st = (res', vs')
in case (et, vertexRouting v) of
(Normal, FromSource) -> st
(Normal, FromNode rev _) -> foldReversed st rev
(Reversed, FromNode rev _) -> foldAll st rev (vertexEdges v)
_ -> foldNormals st (vertexEdges v)
| otherwise =
(res, vs)
where
foldReversed st = fold g f st Reversed
foldAll st rev es = foldReversed (foldNormals st es) rev
foldNormals st ToSink = st
foldNormals st (ToNodes es _) =
IS.foldl' (\s -> fold g f s Normal) st es
-- | @reduce g r vs et i@ returns 'FoundSink' if a sink can be reached via the
-- vertex @v@ with id @i@ in @g@. Otherwise it returns 'Produced' @(r x et v)@
-- where @x@ is the '<>' aggregate of all values produced by reducing the
-- vertices that are available via the edges of @v@.
-- @et@ identifies the type of edge that @v@ is accessed by and thereby which
-- edges of @v@ that are available. @vs@ caches reductions of vertices that
-- previously have been visited in the graph.
--
-- The reduction of a cyclic reference resolves to 'mempty'.
reduce ::
Monoid a =>
Graph m ->
(a -> EdgeType -> Vertex m -> a) ->
Visited (Result a) ->
EdgeType ->
Id ->
(Result a, Visited (Result a))
reduce g r vs et i
| Just res <- M.lookup (et, i) (visited vs) =
(res, vs)
| Just v <- lookup i g =
reduceVertex v
| otherwise =
(Produced mempty, vs) -- shouldn't happen
where
reduceVertex v =
let (res, vs') = reduceEdges v
in case res of
Produced x -> cached (Produced $ r x et v) vs'
FoundSink -> cached res vs'
cached res vs0 =
let vs1 = Visited (M.insert (et, i) res $ visited vs0)
in (res, vs1)
reduceEdges v =
case (et, vertexRouting v) of
(Normal, FromSource) -> (Produced mempty, vs)
(Normal, FromNode rev _) -> entry (reduceReversed rev)
(Reversed, FromNode rev _) -> entry (reduceAll rev $ vertexEdges v)
_ -> entry (reduceNormals $ vertexEdges v)
-- Handle cycles
entry f = f $ Visited $ M.insert (et, i) (Produced mempty) (visited vs)
reduceReversed rev vs' = reduce g r vs' Reversed rev
reduceAll rev es vs0 =
let (res, vs1) = reduceNormals es vs0
in case res of
Produced _ ->
let (res', vs2) = reduceReversed rev vs1
in (res <> res', vs2)
FoundSink -> (res, vs1)
reduceNormals ToSink vs' = (FoundSink, vs')
reduceNormals (ToNodes es _) vs' = reduceNorms mempty (IS.elems es) vs'
reduceNorms x [] vs0 = (Produced x, vs0)
reduceNorms x (e : es) vs0 =
let (res, vs1) = reduce g r vs0 Normal e
in case res of
Produced y -> reduceNorms (x <> y) es vs1
FoundSink -> (res, vs1)
--------------------------------------------------------------------------------
-- ROUTING INTERNALS --
--------------------------------------------------------------------------------
-- | A set of vertices visited by a graph traversal, and at what depth they were
-- encountered. Used to detect cycles.
type Pending = IM.IntMap Depth
-- | Search depth. Distance to some vertex from some search root.
type Depth = Int
-- | The outcome of attempted to find a route through a vertex.
data RoutingResult a
= -- | No sink could be reached through this vertex.
DeadEnd
| -- | A cycle was detected. A sink can be reached through this vertex if a
-- sink can be reached from the vertex at this depth. If no sink can be
-- reached from the vertex at this depth, then the graph should be updated
-- by these actions. Until the vertex is reached, the status of these
-- vertices are pending.
CycleDetected Depth [Graph a -> Graph a] Pending
| -- | A sink was found. This is the id of the vertex connected to it.
SinkFound Id
instance Semigroup (RoutingResult a) where
SinkFound i <> _ = SinkFound i
_ <> SinkFound i = SinkFound i
CycleDetected d1 as1 _ <> CycleDetected d2 as2 p2 =
CycleDetected (min d1 d2) (as1 ++ as2) p2
_ <> CycleDetected d as p = CycleDetected d as p
CycleDetected d as p <> _ = CycleDetected d as p
DeadEnd <> DeadEnd = DeadEnd
instance Monoid (RoutingResult a) where
mempty = DeadEnd
route' ::
Pending ->
Depth ->
Maybe Id ->
EdgeType ->
Id ->
Graph m ->
(RoutingResult m, Graph m)
route' p d prev et i g
| Just d' <- IM.lookup i p =
let found_cycle = (CycleDetected d' [] p, g)
in case et of
-- Accessing some vertex v via a normal edge corresponds to accessing
-- v_in via a normal edge. If v_in has a reversed edge then that is
-- the only outgoing edge that is available.
-- All outgoing edges available via this ingoing edge were already
-- available via the edge that first reached the vertex.
Normal -> found_cycle
-- Accessing some vertex v via a reversed edge corresponds to
-- accessing v_out via a reversed edge. All other edges of v_out are
-- available, and the edge from v_in to v_out has been reversed,
-- implying that v_in has a single reversed edge that also is
-- available.
-- There exists at most one reversed edge to each vertex. Since this
-- vertex was reached via one, and the vertex already have been
-- reached, then the first reach must have been via a normal edge
-- that only could traverse a reversed edge. The reversed edge from
-- v_out to v_in thus completes a cycle, but a sink might be
-- reachable via any of the other edges from v_out.
-- The depth for the vertex need not be updated as this is the only
-- edge to v_out and 'prev' is already in the 'Pending' map.
-- It follows that no (new) cycle can start here.
Reversed ->
let (res, g') = routeNormals (fromJust $ lookup i g) g p
in (fst found_cycle <> res, g')
| Just v <- lookup i g =
routeVertex v
| otherwise =
backtrack
where
backtrack = (DeadEnd, g)
routeVertex v =
case (et, vertexRouting v) of
(Normal, FromSource) -> backtrack
(Normal, FromNode _ Exhausted) -> backtrack
(Normal, FromNode rev _) -> entry (routeReversed rev)
(Reversed, FromNode rev _) -> entry (routeAll rev v)
_ -> entry (routeNormals v)
entry f =
let (res, g0) = f g (IM.insert i d p)
in case res of
CycleDetected d' as _
| d == d' -> (DeadEnd, foldl' (\g1 a -> a g1) g0 as)
_ | otherwise -> (res, g0)
routeAll rev v g0 p0 =
let (res, g1) = routeNormals v g0 p0
in case res of
DeadEnd -> routeReversed rev g1 p0
CycleDetected _ _ p1 ->
let (res', g2) = routeReversed rev g1 p1
in (res <> res', g2)
SinkFound _ -> (res, g1)
routeReversed rev g0 p0 =
let (res, g') = route' p0 (d + 1) (Just i) Reversed rev g0
exhaust = flip adjust i $
\v -> v {vertexRouting = FromNode rev Exhausted}
in case (res, et) of
(DeadEnd, _) ->
(res, exhaust g')
(CycleDetected d' as p', _) ->
(CycleDetected d' (exhaust : as) p', g')
(SinkFound _, Normal) ->
(res, setRoute g')
(SinkFound _, Reversed) ->
let f v =
v
{ vertexEdges = withPrev (vertexEdges v),
vertexRouting = NoRoute
}
in (res, adjust f i g')
setRoute = adjust (\v -> v {vertexRouting = routing}) i
routing =
case prev of
Nothing -> FromSource
Just i' -> FromNode i' NotExhausted
withPrev edges
| Just i' <- prev,
ToNodes es (Just es') <- edges =
ToNodes es (Just $ IS.insert i' es')
| otherwise =
edges -- shouldn't happen
routeNormals v g0 p0
| ToSink <- vertexEdges v =
-- There cannot be a reversed edge to a vertex with an edge to a sink.
(SinkFound i, setRoute g0)
| ToNodes es nx <- vertexEdges v =
let (res, g', nx') =
case nx of
Just es' -> routeNorms (IS.toAscList es') g0 p0
Nothing -> routeNorms (IS.toAscList es) g0 p0
edges = ToNodes es (Just $ IS.fromDistinctAscList nx')
exhaust = flip adjust i $ \v' ->
v' {vertexEdges = ToNodes es (Just IS.empty)}
in case (res, et) of
(DeadEnd, _) -> (res, exhaust g')
(CycleDetected d' as p', _) ->
let res' = CycleDetected d' (exhaust : as) p'
v' = v {vertexEdges = edges}
in (res', insert v' g')
(SinkFound _, Normal) ->
let v' = v {vertexEdges = edges, vertexRouting = routing}
in (res, insert v' g')
(SinkFound _, Reversed) ->
let v' = v {vertexEdges = withPrev edges}
in (res, insert v' g')
routeNorms [] g0 _ = (DeadEnd, g0, [])
routeNorms (e : es) g0 p0 =
let (res, g1) = route' p0 (d + 1) (Just i) Normal e g0
in case res of
DeadEnd -> routeNorms es g1 p0
SinkFound _ -> (res, g1, es)
CycleDetected _ _ p1 ->
let (res', g2, es') = routeNorms es g1 p1
in (res <> res', g2, e : es')