Interface Flow<V,E>
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- Type Parameters:
V
- the vertices typeE
- the edges type
- All Known Subinterfaces:
IFlow
public interface Flow<V,E>
Flow on graph edges.A flow network on graph edges is defined as two functions: the capacity function \(C:E \rightarrow R\) and flow function \(F:E \rightarrow R\). The capacity function define how many units of flow an edge can transfer from its source to its target. The flow function define the number of units of flow that are currently transferred along each edge. The capacity of any edge must be non negative, and the edge's flow must be smaller or equal to its capacity.
Problems formulated using flow networks involve a source and a sink vertices. The source is a vertex from which the flow is originated, and every flow going along its edges must reach the sink vertex using the edges of the graphs while not violating the capacities of the network. For each vertex except the source and sink the sum of flow units going along
Graph.inEdges(Object)
must be equal to the sum of flow units going alongGraph.outEdges(Object)
. This sum is also called the supply of the vertex. The supply of the source vertex must be equal to the negative of the supply of the sink vertex. The negative of the supply is sometimes called the demand.A flow is most intuitively defined on directed graphs, as the flow on an edge is transferred from one vertex to another in some direction, but we can define and solve flow problem on undirected graphs as well. Technically, the flows values returned by
getFlow(Object)
can either be positive or negative for undirected edges, with values absolutely smaller than the capacity of the edge. A positive flow \(+f\) value assigned to edgee
means a flow directed fromedgeSource(e)
toedgeTarget(e)
with \(f\) units of flow. A negative flow \(-f\) value assigned to edgee
means a flow directed fromedgeTarget(e)
toedgeSource(e)
(opposite direction) with \(|-f|\) units of flow (seegetFlow(Object)
).Some algorithm might be more efficient when the capacities, and usually accept
WeightFunction
as capacities input. In that case, its better to passWeightFunctionInt
instead.Graph<String, Integer> g = ...; WeightsDouble<Integer> capacities = g.addEdgesWeights("capacity", double.class); for (Integer e : g.edges()) capacities.set(e, 1); String sourceVertex = ...; String targetVertex = ...; MaximumFlow maxFlowAlg = MaximumFlow.newInstance(); Flow<String, Integer> flow = maxFlowAlg.computeMaximumFlow(g, capacities, sourceVertex, targetVertex); System.out.println("The maximum flow that can be pushed in the network is " + flow.getSupply(sourceVertex)); for (Integer e : g.edges()) { double capacity = capacities.get(e); double f = flow.getFlow(e); System.out.println("flow on edge " + e + ": " + f + "/" + capacity); }
- Author:
- Barak Ugav
- See Also:
MaximumFlow
,MinimumCostFlow
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Method Summary
All Methods Instance Methods Abstract Methods Modifier and Type Method Description double
getFlow(E edge)
Get the amount of flow units going along an edge.double
getSupply(V vertex)
Get the sum of flow units going out of a vertex, minus the sum of flow units going into a vertex.double
getSupplySubset(Collection<V> vertices)
Get the sum of flow units going out of a set of vertices, minus the sum of flow units going into the set.double
getTotalCost(WeightFunction<E> cost)
Get the total cost of the flow.
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Method Detail
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getFlow
double getFlow(E edge)
Get the amount of flow units going along an edge.If the graph is directed, a flow of \(f\) units on
e
, for \(0 \leq f \leq cap(e)\), means a flow of \(f\) units of flow fromedgeSource(e)
toedgeTarget(e)
.If the graph is undirected, a flow of \(+f\) units on
e
, for \(0 \leq f \leq cap(e)\), means a flow of \(f\) units of flow fromedgeSource(e)
toedgeTarget(e)
, while a flow of \(-f\) units one
, for \(-cap(e) \leq -f \leq 0\), means a flow of \(|-f|\) units of flow fromedgeTarget(e)
toedgeSource(e)
(opposite direction).- Parameters:
edge
- an edge in the graph- Returns:
- the amount of flow units going along an edge
- Throws:
NoSuchEdgeException
- ifedge
is not a valid edge
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getSupply
double getSupply(V vertex)
Get the sum of flow units going out of a vertex, minus the sum of flow units going into a vertex.In the classical maximum flow problem with two terminal nodes
s
andt
, the supply ofs
is the total amount of flow in the network, and it is equal to the negative of the supply oft
. The negative of the supply is sometimes called the demand. For any other vertex, the supply is zero.- Parameters:
vertex
- a vertex in the graph- Returns:
- the sum of flow units going out of a vertex, minus the sum of flow units going into a vertex
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getSupplySubset
double getSupplySubset(Collection<V> vertices)
Get the sum of flow units going out of a set of vertices, minus the sum of flow units going into the set.Flow on edges between vertices in
vertices
is ignored.In the maximum flow problem with multi sources set
S
and multi sinks setT
, the supply ofS
is the total amount of flow in the network, and it is equal to the negative of the supply ofT
. For any other vertex, the supply is zero.- Parameters:
vertices
- a set of vertices in the graph- Returns:
- the sum of flow units going out of a set of vertices, minus the sum of flow units going into the set
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getTotalCost
double getTotalCost(WeightFunction<E> cost)
Get the total cost of the flow.The cost of an edge is defined as the amount of flow on the edge multiplied by the weight (cost) of the edge. The total cost of a network is the sum of all edges cost.
- Parameters:
cost
- a weight function- Returns:
- the total cost of the flow
- See Also:
MinimumCostFlow
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