I'm a new Giraph user, and I'm facing a similar situation. My input graph
is basically in the form of edges defined simply as a source and
destination pair (optionally there could be an edge value). And these edges
might be distributed across multiple files (this is actually a format I've
seen in several graph data sets).
Without having looked at the internals of Giraph, I originally imagined
that creating a MutableVertex and calling addVertexRequest for both
vertices in an edge and addEdgeRequest from within the VertexReader would
do the trick.
Now, this doesn't really work since there needs to be a graph state created
in advance. The graph state is not created until all vertices have been
There's also another implication with potentially multiple workers trying
to create the same vertex, but I think a vertex resolver can handle this,
assuming the resolver is instantiated before the vertices are loaded.
Is there a workaround to do this currently apart from pre-processing the
graph? Do you think it would be useful to have such functionality? I think
it makes sense to handle graph mutations either at the very beginning or
during a execution in a uniform way. By the way, I'd be interested in
contributing to the project.
Looking forward to your response!
On Mon, Mar 12, 2012 at 9:09 PM, Avery Ching <ach...@apache.org> wrote:
> By the way, you're not the first to ask for a feature of this kind.
> Perhaps we should consider an alternative format for loading input vertex
> data that is based on the edges or data of the vertices rather than totally
> vertex-centric. We could load an edge, or a vertex value and join then all
> based on the vertex id. Handling conflicts could be a little difficult,
> but perhaps the vertex resolver could handle this as well.
> On 3/12/12 12:41 PM, Benjamin Heitmann wrote:
>> On 12 Mar 2012, at 18:15, David Garcia wrote:
>> Not sure what you're asking about. getCurrentVertex() should only ever
>>> create one vertex. Presumably it returns this vertex to the calling
>>> function. . .which is called in loadVertices() I think.
>> Thanks David.
>> I am asking this question because I have a text input format which is
>> very different from a node adjacency list.
>> The most important difference, is that each line of the input file
>> describes two nodes.
>> The other important difference is that a node might be described on more
>> then one line of the input.
>> I have multiple gigabits of input, so it would be very beneficial to
>> directly load the input into Giraph.
>> Otherwise the overhead of converting the input to some sort of node
>> adjacency list is so big,
>> that it might be a show-stopper regarding the suitability of Giraph.
>> For more details, here is the text from my previous email:
>> I am wondering if it would be possible to parse RDF input files from a
>> TextInputFormat class.
>> The most suitable text format for RDF is called "NTriples", and it has
>> this very simple format:
>> subject1 predicate1 object1 .\n
>> subject1 predicate2 object2 .\n
>> So each line contains the subject, which is a vertex, a predicate, which
>> is a typed edge, and the object, which is another vertex.
>> Then the line is terminated by a dot and a new-line.
>> In Giraph terms, the result of parsing the first line would be the
>> creation of a vertex for subject1 with an edge of type predicate1,
>> and then the creation of a second vertex for object1. So two vertices
>> need to be created for that one line.
>> Now the second line contains more information about the vertex subject1.
>> So in Giraph terms, the vertex which was created for subject1 needs to be
>> retrieved/revisited and an edge of type predicate2,
>> which points to the new vertex object2 needs to be created. And vertex
>> object2 needs to be created.
>> Just to point it out, such RDF NTriples files are unsorted, so
>> information about the same vertex might appear e.g. at the first and at the
>> last line
>> of a multiple GB big file.
>> Which interface can be used in a TextInputFormat/VertexReader in order to
>> find an already created vertex ?
>> Are there any other issues when VertexReader.getCurrentVertex(**)
>> creates two vertices at the same time ?
>> A second related question:
>> If I have multiple formats for my input files, how would I implement that
>> Just by adding a switch to the logic in getCurrentVertex() ? Or is there
>> a better way to switch the input logic based on the file type ?
>> All my input files would result in the same kind of Vertex being created.
>> My motivation for doing this, in short:
>> I have a large amount of RDF NTriples data which is provided by DBPedia.
>> It amounts to somewhere between 5 GB and 20 GB,
>> depending on which subset is used. Expressing this RDF data, so that each
>> vertex is completely described in one text line,
>> would require me to load it into an RDF store first, and then reprocess
>> the data. In terms of RDF stores, that is already a non-trivial amount of
>> requiring quite a bit of hardware and tweaking. That is the reason why it
>> would be valuable to directly load the RDF data into Giraph.