Rebalancing the index tree is a continuous process that takes place whenever the insert of an entry makes that the tree node exceeds the defined order (in SortedTree the order is now defined as 9). So on an empty SortedTree the first balancing act takes place after the 9th new entry. The second balancing act will take place somewhere between the 18th and the 99th insert (depending on the distribution of the key). The third balancing act takes place somewhere between the 27th and the 990th insert etc. Maintaining all active index nodes and relationships and all non-active index nodes and relationships, while probably technically possible will become hugely complex and will likely give much worse performance characteristics than the regular index. In some of the RDBMS products I have worked with in the past, that had batch insert features, indexes were de-activated during batch load and built in a second phase. If I understand correctly, this is how the Lucene Batchinserter works too. I think this is also the best option for RTree and SortedTree (Indexed Relationships). This approach has two additional performance advantages: 1. When building indexes one by one, the index internal nodes and relationships can likely be kept in cache and will not be swapped out by nodes and relationships of other indexes. 2. Index entries can be randomized before insert, leading to a nicer key distribution and therefore to fewer tree balancing actions during the index load. Several keys are in practice monotonically increasing (Id's, time stamps). Such entries force a rebalancing of the index on every n*tree-order entry. Randomizing entries before insert can avoid many of these rebalancing actions leading to much better load times. Niels
> From: michael.hun...@neotechnology.com > Date: Sat, 9 Jul 2011 00:57:37 +0200 > To: user@lists.neo4j.org > Subject: Re: [Neo4j] Indexed relationships > > Can't you rebalance the tree by just marking nodes as deleted? (setting > properties or collecting their id's somewhere?) > > Michael > > Am 09.07.2011 um 00:29 schrieb Craig Taverner: > > > Not sure if this will be the same for you, but we were not able to use the > > RTree in batch inserter mode, since the batch inserter does not support node > > deletion and that is required during tree rebalancing. So our OSM importer > > in batch mode actually imports everything first, must like you describe, and > > the indexes in the normal non-batch mode afterwards. > > > > As Peter says, the normal API has been catching up with the batch API for > > many cases, and we have also moved our OSM importer to the normal API. I'm > > guessing the same might happen everywhere. > > > > On Fri, Jul 8, 2011 at 11:56 AM, Niels Hoogeveen > > <pd_aficion...@hotmail.com>wrote: > > > >> > >> I think the best solution to use the batch inserter in conjunction with > >> indexed relationships is to first run the batch inserter and temporarily > >> store the relationships to be indexed on specifically designated nodes. > >> Make > >> sure that each of those nodes does not have more than a set maximum number > >> of relationships. After batch insert, the temporary relationships can be > >> traversed and inserted in the appropriate index trees. > >> The nicest solution would be to have a class BatchInsertIndexedRelationship > >> which has more or less the same interface as the regular > >> IndexedRelationship > >> class, which temporarily stores relationships without indexing them and > >> when > >> batch insert is finished, a call to optimize() will do the actual index > >> inserts and remove the temporarily stored relationships. > >> > >> Niels > >>> From: michael.hun...@neotechnology.com > >>> Date: Fri, 8 Jul 2011 09:56:30 +0200 > >>> To: user@lists.neo4j.org > >>> Subject: Re: [Neo4j] Indexed relationships > >>> > >>> But I'm not sure when in 1.5 this is going to be addressed. > >>> > >>> So if Niels could look at the effort needed and perhaps pair with Andrew > >> on getting this done (or at least give him some pointers to implement it) > >> this would be great! > >>> > >>> Cheers > >>> > >>> Michael > >>> > >>> Am 08.07.2011 um 07:07 schrieb Peter Neubauer: > >>> > >>>> Andrew, > >>>> I think in the long run we are moving away from the BatchInserter, and > >>>> instead going to find better ways to avoid disk IO, e.g. ordered > >>>> writes per transaction, so that normal mode can be sped up to match > >>>> the BatchInserter, that hopefully will make it into 1.5, so I would > >>>> not worry about BatchInserter right now. > >>>> > >>>> Cheers, > >>>> > >>>> /peter neubauer > >>>> > >>>> GTalk: neubauer.peter > >>>> Skype peter.neubauer > >>>> Phone +46 704 106975 > >>>> LinkedIn http://www.linkedin.com/in/neubauer > >>>> Twitter http://twitter.com/peterneubauer > >>>> > >>>> http://www.neo4j.org - Your high performance graph > >> database. > >>>> http://startupbootcamp.org/ - Öresund - Innovation happens HERE. > >>>> http://www.thoughtmade.com - Scandinavia's coolest Bring-a-Thing > >> party. > >>>> > >>>> > >>>> > >>>> On Fri, Jul 8, 2011 at 4:27 AM, Andrew White <li...@andrewewhite.net> > >> wrote: > >>>>> I don't know if this is the right place to ask this; but does it > >> support > >>>>> a batch insert mode? When I am bulk loading data I don't have Node > >>>>> objects to pass around, only node ids. > >>>>> > >>>>> Thanks, > >>>>> Andrew > >>>>> > >>>>> On 07/07/2011 06:19 PM, Niels Hoogeveen wrote: > >>>>>> I created a wiki page for indexed relationships in the Git repo, see: > >> > >> https://github.com/peterneubauer/graph-collections/wiki/Indexed-relationships > >>>>>> > >>>>>>> From: michael.hun...@neotechnology.com > >>>>>>> Date: Thu, 7 Jul 2011 22:53:05 +0200 > >>>>>>> To: user@lists.neo4j.org > >>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>> > >>>>>>> Could you put these code examples into the Readme for the project or > >> on a wiki page? > >>>>>>> > >>>>>>> Am 07.07.2011 um 22:11 schrieb Niels Hoogeveen: > >>>>>>> > >>>>>>>> IndexedRelationship and IndexedRelationshipExpander are now in Git. > >> See: > >> https://github.com/peterneubauer/graph-collections/tree/master/src/main/java/org/neo4j/collections/indexedrelationship > >>>>>>>> An example: > >>>>>>>> class IdComparator implements java.util.Comparator<Node>{ > >>>>>>>> public int compare(Node n1, Node n2){ > >>>>>>>> long l1 = Long.reverse(n1.getId()); > >>>>>>>> long l2 = Long.reverse(n2.getId()); > >>>>>>>> if(l1 == l2) return 0; > >>>>>>>> else if(l1< l2) return -1; > >>>>>>>> else return 1; > >>>>>>>> } > >>>>>>>> }static enum RelTypes implements RelationshipType{ > >>>>>>>> DIRECT_RELATIONSHIP, > >>>>>>>> INDEXED_RELATIONSHIP, > >>>>>>>> }; > >>>>>>>> Node indexedNode = graphDb().createNode(); > >>>>>>>> IndexedRelationship ir = new > >> IndexedRelationship(RelTypes.INDEXED_RELATIONSHIP, Direction.OUTGOING, new > >> IdComparator(), true, indexedNode, graphDb()); > >>>>>>>> > >>>>>>>> Node n1 = graphDb().createNode(); > >>>>>>>> n1.setProperty("name", "n1"); > >>>>>>>> Node n2 = graphDb().createNode(); > >>>>>>>> n2.setProperty("name", "n2"); > >>>>>>>> Node n3 = graphDb().createNode(); > >>>>>>>> n3.setProperty("name", "n3"); > >>>>>>>> Node n4 = graphDb().createNode(); > >>>>>>>> n4.setProperty("name", "n4"); > >>>>>>>> > >>>>>>>> indexedNode.createRelationshipTo(n1, RelTypes.DIRECT_RELATIONSHIP); > >>>>>>>> indexedNode.createRelationshipTo(n3, RelTypes.DIRECT_RELATIONSHIP); > >>>>>>>> ir.createRelationshipTo(n2); > >>>>>>>> ir.createRelationshipTo(n4); > >>>>>>>> > >>>>>>>> IndexedRelationshipExpander re1 = new > >> IndexedRelationshipExpander(graphDb(), Direction.OUTGOING, > >> RelTypes.DIRECT_RELATIONSHIP); > >>>>>>>> IndexedRelationshipExpander re2 = new > >> IndexedRelationshipExpander(graphDb(), Direction.OUTGOING, > >> RelTypes.INDEXED_RELATIONSHIP); > >>>>>>>> > >>>>>>>> for(Relationship rel: re1.expand(indexedNode)){ > >>>>>>>> System.out.println(rel.getEndNode().getProperty("name")); > >>>>>>>> } > >>>>>>>> for(Relationship rel: re2.expand(indexedNode)){ > >>>>>>>> System.out.println(re2.getEndNode().getProperty("name")); > >>>>>>>> } > >>>>>>>>> From: pd_aficion...@hotmail.com > >>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>> Date: Thu, 7 Jul 2011 16:55:36 +0200 > >>>>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>>>> > >>>>>>>>> > >>>>>>>>> Hi Michael,I realize that the implementation of > >> IndexedRelationship can in fact support returning relationships, and I have > >> a preliminary version running locally now.The returned relationships can > >> support all methods of the Relationship interface, returning the node > >> pointing to the treeRoot as the startNode, and returning the node set as > >> the > >> key_value as the endNode.All relationship properties will be stored on the > >> KEY_VALUE relationship pointing to the endNode.There is one caveat to this > >> solution, the returned relationships cannot support the getId() method,and > >> will throw an UnsupportedOperationException when being > >> called.IndexedRelationship will implement Iterable<Relationship>.With these > >> changes, it is possible to create an Expander and I am working right now to > >> implement that.Niels > >>>>>>>>> > >>>>>>>>>> From: pd_aficion...@hotmail.com > >>>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>>> Date: Thu, 7 Jul 2011 14:46:35 +0200 > >>>>>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>>>>> > >>>>>>>>>> > >>>>>>>>>> Hi Michael, > >>>>>>>>>> > >>>>>>>>>> I haven't yet worked on an example. > >>>>>>>>>> > >>>>>>>>>> There are tests for the SortedTree implementation, > >>>>>>>>>> but didn't add those to the IndexedRelationship class, > >>>>>>>>>> which is simply a wrapper around SortedTree. > >>>>>>>>>> Having a test would have caught the error > >>>>>>>>>> that no relationship to the treeNode was created > >>>>>>>>>> (fixed that bug and pushed it to Git) > >>>>>>>>>> (note to self: always create a unit test, > >>>>>>>>>> especially when code seems trivial). > >>>>>>>>>> > >>>>>>>>>> There is no relationship expander that uses this. > >>>>>>>>>> The RelationshipExpander has a method Iterable<Relationship> > >> expand(Node node) > >>>>>>>>>> which cannot be supported, since there is no direct relationship > >> from startnode to endnode. > >>>>>>>>>> Instead there is a path through the index tree. > >>>>>>>>>> > >>>>>>>>>> It's not possible to support the original relationship-traversal > >> API > >>>>>>>>>> since the IndexedRelationship class is not a wrapper around a > >> node, > >>>>>>>>>> but a wrapper around the relationships of a certain > >> RelationshipType in the OUTGOING direction. > >>>>>>>>>> > >>>>>>>>>> As to the name of the class. > >>>>>>>>>> It is essentially an indexed relationship, > >>>>>>>>>> and not just a solution to the densely-connected-node problem. > >>>>>>>>>> An indexed relationship can also be used to maintain > >>>>>>>>>> a sorted set of relationships of any size, > >>>>>>>>>> and can be used to guarantee unicity constraints. Niels > >>>>>>>>>>> From: michael.hun...@neotechnology.com > >>>>>>>>>>> Date: Thu, 7 Jul 2011 13:27:00 +0200 > >>>>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>>>>>> > >>>>>>>>>>> Good work, > >>>>>>>>>>> > >>>>>>>>>>> do you have an example ready (and/or some tests that show how it > >> works/is used) ? > >>>>>>>>>>> > >>>>>>>>>>> In creation, manual traversal and automatic traversal (i.e. is > >> there a RelationshipExpander that uses it). > >>>>>>>>>>> > >>>>>>>>>>> And in the constructor if there is no relationship to the > >> treeNode, you create a new one, but that new treeNode is not connected to > >> the actual node? > >>>>>>>>>>> > >>>>>>>>>>> I'm not sure if it should support the original > >> relationship-traversal API / methods (getRelationships(Dir,type), etc). > >>>>>>>>>>> > >>>>>>>>>>> Perhaps that IndexedRelationship should rather be just a wrapper > >> around a SuperNode ? So probably rename it to "SuperNode(Wrapper) or > >> HeavilyConnectedNode(Wrapper) ?) > >>>>>>>>>>> > >>>>>>>>>>> Cheers > >>>>>>>>>>> > >>>>>>>>>>> Michael > >>>>>>>>>>> > >>>>>>>>>>> Am 07.07.2011 um 12:51 schrieb Niels Hoogeveen: > >>>>>>>>>>> > >>>>>>>>>>>> Finished the implementation of indexed relationships. The graph > >> collections component now contains the package > >> https://github.com/peterneubauer/graph-collections/tree/master/src/main/java/org/neo4j/collections/indexedrelationship, > >> containing the IndexedRelationship class. > >>>>>>>>>>>> This class can be used instead of regular relationships > >> when:relationships need to be stored in a particular sort ordera unicity > >> constraint needs to be guaranteed nodes become densely populated with > >> relationships. > >>>>>>>>>>>> The implementation is traverser friendly. Given a start nodes > >> all end nodes can be found by following four relationships types in > >> outgoing > >> direction. Given an end node the start node can be found by following these > >> four relationship types in incoming direction. Of course this functionality > >> is also covered in the API. > >>>>>>>>>>>> Niels > >>>>>>>>>>>> > >>>>>>>>>>>>> From: pd_aficion...@hotmail.com > >>>>>>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>>>>>> Date: Thu, 7 Jul 2011 02:36:29 +0200 > >>>>>>>>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>>>>>>>> > >>>>>>>>>>>>> > >>>>>>>>>>>>> Pushed SortedTree to Git after adding a unit test and doing > >> some debugging. > >>>>>>>>>>>>> TODO:Add API for indexed relationships using SortedTree as the > >> implementation.Make SortedTree thread safe. > >>>>>>>>>>>>> With regard to the latter issue. I am considering the > >> following solution. Acquire a lock (delete a non existent property) on the > >> node that points to the root of the tree at the start of AddNode, > >> RemoveNode > >> and Delete. No other node in the SortedTree is really stable, even the > >> rootnode may be moved down, turning another node into the new rootnode, > >> while after a couple of remove actions the original rootnode may even be > >> deleted. > >>>>>>>>>>>>> Locking the node pointing to the rootnode, prevents all other > >> threads/transactions from updating the tree. This may seem restrictive, but > >> a single new entry or a single removal may in fact have impact on much of > >> the tree, due to balancing. More selective locking would require a > >> prebalancing tree walk, determining the affected subtrees, lock them and > >> once every affected subtree is locked, perform the actual balancing. > >>>>>>>>>>>>> Please let me hear if there are any objections to locking the > >> node pointing to the tree as the a solution to make SortedTree thread safe. > >>>>>>>>>>>>> Niels > >>>>>>>>>>>>> > >>>>>>>>>>>>>> Date: Tue, 5 Jul 2011 08:27:57 +0200 > >>>>>>>>>>>>>> From: neubauer.pe...@gmail.com > >>>>>>>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>>>>>>>>> > >>>>>>>>>>>>>> Great work Nils! > >>>>>>>>>>>>>> > >>>>>>>>>>>>>> /peter > >>>>>>>>>>>>>> > >>>>>>>>>>>>>> Sent from my phone. > >>>>>>>>>>>>>> On Jul 4, 2011 11:39 PM, "Niels Hoogeveen"< > >> pd_aficion...@hotmail.com> > >>>>>>>>>>>>>> wrote: > >>>>>>>>>>>>>>> Made some more changes to the SortedTree implementation. > >> Previously > >>>>>>>>>>>>>> SortedTree would throw an exception if a duplicate entry was > >> being added. > >>>>>>>>>>>>>>> I changed SortedTree to allow a key to point to more than > >> one node, unless > >>>>>>>>>>>>>> the SortedTree is created as a unique index, in which case an > >> exception is > >>>>>>>>>>>>>> raised when an attempt is made to add a node to an existing > >> key entry. > >>>>>>>>>>>>>>> A SortedTree once defined as unique can not be changed to a > >> non-unique > >>>>>>>>>>>>>> index or vice-versa. > >>>>>>>>>>>>>>> SortedTrees now have a name, which is stored in the a > >> property of the > >>>>>>>>>>>>>> TREE_ROOT relationship and in the KEY_VALUE relationship (a > >> new relationship > >>>>>>>>>>>>>> that points from the SortedTree to the Node inserted in the > >> SortedTree). The > >>>>>>>>>>>>>> name of a SortedTree can not be changed. > >>>>>>>>>>>>>>> SortedTrees now store the class of the Comparator, so a > >> SortedTree, once > >>>>>>>>>>>>>> created, can not be used with a different Comparator. > >>>>>>>>>>>>>>> SortedTree is now an Iterable, making it possible to use it > >> in a > >>>>>>>>>>>>>> foreach-loop. > >>>>>>>>>>>>>>> Since there are as of yet, no unit tests for SortedTree, I > >> will create > >>>>>>>>>>>>>> those first before pushing my changes to Git. Preliminary > >> results so far are > >>>>>>>>>>>>>> good. I integrated the changes in my own application and it > >> seems to work > >>>>>>>>>>>>>> fine. > >>>>>>>>>>>>>>> Todo: > >>>>>>>>>>>>>>> Decide on an API for indexed relationships. (Community input > >> still > >>>>>>>>>>>>>> welcome).Write unit tests.Make SortedTree thread safe > >> (Community help still > >>>>>>>>>>>>>> welcome). > >>>>>>>>>>>>>>> Niels > >>>>>>>>>>>>>>> > >>>>>>>>>>>>>>>> From: pd_aficion...@hotmail.com > >>>>>>>>>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>>>>>>>>> Date: Mon, 4 Jul 2011 15:49:45 +0200 > >>>>>>>>>>>>>>>> Subject: Re: [Neo4j] Indexed relationships > >>>>>>>>>>>>>>>> > >>>>>>>>>>>>>>>> > >>>>>>>>>>>>>>>> I forgot to add another recurrent issue that can be solved > >> with indexed > >>>>>>>>>>>>>> relationships: guaranteed unicity constraints. > >>>>>>>>>>>>>>>>> From: pd_aficion...@hotmail.com > >>>>>>>>>>>>>>>>> To: user@lists.neo4j.org > >>>>>>>>>>>>>>>>> Date: Mon, 4 Jul 2011 01:55:08 +0200 > >>>>>>>>>>>>>>>>> Subject: [Neo4j] Indexed relationships > >>>>>>>>>>>>>>>>> > >>>>>>>>>>>>>>>>> > >>>>>>>>>>>>>>>>> In the thread [Neo4j] traversing densely populated nodes > >> we discussed > >>>>>>>>>>>>>> the problems arising when large numbers of relationships are > >> added to the > >>>>>>>>>>>>>> same node. > >>>>>>>>>>>>>>>>> Over the weekend, I have worked on a solution for the > >>>>>>>>>>>>>> dense-relationship-nodes using SortedTree in the > >> neo-graph-collections > >>>>>>>>>>>>>> component. After some minor tweaks to the implementation of > >> SortedTree, I > >>>>>>>>>>>>>> have managed to get a workable solution, where two nodes are > >> not directly > >>>>>>>>>>>>>> linked by a relationship, but by means of a BTree (entirely > >> stored in the > >>>>>>>>>>>>>> graph). > >>>>>>>>>>>>>>>>> Before continuing this work, I'd like to have a discussion > >> about > >>>>>>>>>>>>>> features, since what we have now is not just a solution for > >> the dense > >>>>>>>>>>>>>> populated node issue, but is actually a full fledges indexed > >> relationship, > >>>>>>>>>>>>>> which makes it suitable for other purposes too. > >>>>>>>>>>>>>>>>> An indexed relationship can for example be used to > >> maintain a sorted > >>>>>>>>>>>>>> set of relationships in the graph, that is not necessarily > >> huge, but large > >>>>>>>>>>>>>> enough to make sorting on internal memory too expensive an > >> operation, or > >>>>>>>>>>>>>> situations where only one out of a large number of > >> relationships is actually > >>>>>>>>>>>>>> traversed in most cases. > >>>>>>>>>>>>>>>>> There are probably more use cases for in-graph indexed > >> relationships, > >>>>>>>>>>>>>> so I'd like to know what features are desirable and what API > >> would Neo4J > >>>>>>>>>>>>>> users appreciate. > >>>>>>>>>>>>>>>>> P.S. I still think it would be good to consider, if > >> technically > >>>>>>>>>>>>>> possible, partitioning the relationship store per > >> relationship type and per > >>>>>>>>>>>>>> direction. The indexed relationship solution works, but is of > >> course slower > >>>>>>>>>>>>>> than a direct relationship, both with respect to insert time > >> and traversal > >>>>>>>>>>>>>> time. If dense relationships are never traversed going out of > >> the dense > >>>>>>>>>>>>>> node, the extra structure maintained by the BTree is only > >> extra burden. > >>>>>>>>>>>>>>>>> P.P.S. If there are people with experience to make an > >> implementation > >>>>>>>>>>>>>> thread safe, please volunteer to help make the implementation > >> production > >>>>>>>>>>>>>> proof. > >>>>>>>>>>>>>>>>> Niels > >>>>>>>>>>>>>>>>> _______________________________________________ > >>>>>>>>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>>>>>>>> _______________________________________________ > >>>>>>>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>>>>>>> _______________________________________________ > >>>>>>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>>>>>> _______________________________________________ > >>>>>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>>>>> > >>>>>>>>>>>>> _______________________________________________ > >>>>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>>>> > >>>>>>>>>>>> _______________________________________________ > >>>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>>> _______________________________________________ > >>>>>>>>>>> Neo4j mailing list > >>>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>>> > >>>>>>>>>> _______________________________________________ > >>>>>>>>>> Neo4j mailing list > >>>>>>>>>> User@lists.neo4j.org > >>>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>>> > >>>>>>>>> _______________________________________________ > >>>>>>>>> Neo4j mailing list > >>>>>>>>> User@lists.neo4j.org > >>>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>>> > >>>>>>>> _______________________________________________ > >>>>>>>> Neo4j mailing list > >>>>>>>> User@lists.neo4j.org > >>>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>>> _______________________________________________ > >>>>>>> Neo4j mailing list > >>>>>>> User@lists.neo4j.org > >>>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>> > >>>>>> _______________________________________________ > >>>>>> Neo4j mailing list > >>>>>> User@lists.neo4j.org > >>>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>>> > >>>>> > >>>>> _______________________________________________ > >>>>> Neo4j mailing list > >>>>> User@lists.neo4j.org > >>>>> https://lists.neo4j.org/mailman/listinfo/user > >>>>> > >>>> _______________________________________________ > >>>> Neo4j mailing list > >>>> User@lists.neo4j.org > >>>> https://lists.neo4j.org/mailman/listinfo/user > >>> > >>> _______________________________________________ > >>> Neo4j mailing list > >>> User@lists.neo4j.org > >>> https://lists.neo4j.org/mailman/listinfo/user > >> > >> _______________________________________________ > >> Neo4j mailing list > >> User@lists.neo4j.org > >> https://lists.neo4j.org/mailman/listinfo/user > >> > > _______________________________________________ > > Neo4j mailing list > > User@lists.neo4j.org > > https://lists.neo4j.org/mailman/listinfo/user > > _______________________________________________ > Neo4j mailing list > User@lists.neo4j.org > https://lists.neo4j.org/mailman/listinfo/user _______________________________________________ Neo4j mailing list User@lists.neo4j.org https://lists.neo4j.org/mailman/listinfo/user
