Yeah using `newTransaction()`
won't make a difference in your use case. Based on your input, there are a couple of things you could try:
- As suggested by Kevin, you could use locking. See https://docs.janusgraph.org/advanced-topics/eventual-consistency/#data-consistency.
It is slow but it will hopefully solve most race conditions you have. Based on my understanding of Cassandra's nature, I think you could still see such inconsistencies but the chance is much lower for sure.
- You could periodically identify and remove the inconsistencies using an offline pipeline.
- You could use an external locking service on client side. For example, using Redis to make sure a conflicting transaction won't start at the first place.
These solutions have their own pros & cons, so it really depends on you.
Best,
Boxuan
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From: janusgraph-users@... <janusgraph-users@...> on behalf of Joe Obernberger via lists.lfaidata.foundation
<joseph.obernberger=gmail.com@...>
Sent: Friday, June 17, 2022 2:24 PM
To: janusgraph-users@... <janusgraph-users@...>
Subject: Re: [janusgraph-users] Threaded Operations - Quarkus
So - unsurprisingly, Boxuan is correct.
Code like this:
GraphTraversalSource traversal = StaticInfo.getGraph().newTransaction().traversal();
try {
datasourceVertex = traversal.V().has("someID", id).next();
} catch (java.util.NoSuchElementException nse) {
datasourceVertex = traversal.addV("source").property("someID", id).next();
}
being called from multiple threads results in several vertices with the same 'someID'.
Not sure how to fix this.
-Joe
On 6/17/2022 10:28 AM, Joe Obernberger via lists.lfaidata.foundation wrote:
Good stuff - thank you Boxuan.
Backend is Cassandra running on bare metal on 15 nodes.
Race condition is rare.
When the race condition happens, I'm seeing duplicate nodes/edges; basically the graph becomes invalid.
Yes. This is a good idea. I could write a spark job to examine the graph and fix up discrepancies. Smart.
Not sure what a locking services is? Example?
My current plan (not tested yet) is to use a static class that contains the JanusGraph 'graph'. On Quarkus when a REST call comes in, a new thread is created. That thread will use Marc's idea of
GraphTraversalSource traversal = StaticInfo.getGraph().newTransaction().traversal();
Do stuff and then traversal.tx().commit();
That will be done in a loop so that if the commit fails, it will retry X times.
At least that's my current plan. Not sure if it will work.
-Joe
On 6/17/2022 8:52 AM, Boxuan Li wrote:
Hi Joe,
Unfortunately the way Marc suggests won’t help with your usecase. Tbh I would have suggested the same answer as Marc before I saw your second post. If one has one JVM thread handling multiple transactions (not familiar with quarkus so not sure
if that is possible), then one has to do what Marc suggested. But in your usecase, it won't be any different from your current usage because JanusGraph will automatically create threaded transaction for each thread (using ThreadLocal) when you use the traversal
object.
The real issue in your use case is that you want ACID support, which really depends on your backend storage. At least in our officially supported Cassandra, HBase, and BigTable adapters, this is not (yet) supported.
There are a few workarounds, though. Before discussing that further, I would like to ask a few questions:
- What is your backend storage and is it distributed?
- How often does this “race condition” happen? Is it very rare or it’s fairly common?
- What is your end goal? Do you want to reduce the chance of this “race condition”, or you want to make sure this does not happen at all?
- Are you willing to resolve such duplicate vertices/edges at either read time or offline?
- Are you willing to introduce a third dependency, e.g. a distributed locking service?
Best,
Boxuan
Thank you Marc. I'm currently doing everything with a traversal, and then doing a traversal.tx().commit()
Sounds like what you suggested is what I want, but just to be clear:
Here's what I'm trying to do.
Thread 1/JVM1 gets a request that requires adding new vertices and edges to the graph.
Thread 2/JVM1 gets a similar request.
Some of the vertices added in Thread 1 end up having the same attributes/name has vertices from Thread 2, but I only want to have one vertex if it's going to have the same attributes.
If Thread 1 adds that vertex before it does a commit, then Thread 2, when it looks up said vertex won't find it; so it will also add it.
Code example (traversal is a GraphTraversalSource gotten from JanusGraphFactory.traversal())
try {
correlationVertex = traversal.V().has("correlationID", correlationID).next();
} catch (java.util.NoSuchElementException nse) {
correlationVertex = null;
}
.
.
.
if (correlationVertex == null) {
correlationVertex = traversal.addV("correlation").property("correlationID", correlationID).next();
correlationVertex.property("a", blah1);
correlationVertex.property("b", blah2);
}
I do similar things with edges:
try {
dataSourceToCorrelationEdge = traversal.E().has("edgeID", edgeID).next();
} catch (NoSuchElementException nse) {
dataSourceToCorrelationEdge = null;
}
Ultimately, I'd like to have several JVMs handling these requests; each which runs multiple threads.
I'll look at using a new transaction per call. Thank you!
-Joe
Hi Joe,
Do you mean with threadsafe transactions that requests from different client threads should be handled independently, that is in different JanusGraph Transactions?
In that case, I think you want to use a GraphTraversalSource per request like this:
g = graph.newTransaction().traversal()
Best wishes, Marc
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