Hi Manik,

up to date my group has been studying how to fit Atomic Broadcast (AB) based replication mechanisms within the existing 1-phase/2-phases commit schemes of Infinispan, without altering them. In principle this seems possible, though we will find it out only when we advance with the development.

If we found any roadblock, we'll let you know and try to find some more generic interface that allows to encapsulate both the current 2PC mechanisms and the alternative replication schemes that we intend to develop. In the meanwhile, sticking with the current interfaces seems less intrusive and would allow us to get acquainted with the current code base.

Specifically, our ideas here are:
- for fully replicated system, no distribution. Rather than using 2PC, we could use the 1PC, with the commit message being AB rather than simply broadcast. This message would transmit the set of items written by the current xact. Upon delivery of the AB, each node should validate the transaction writeset. This in our current systems is done by timestamping each transaction as it starts with an integer that is incremented whenever a write transaction commits. So when a transaction commits, we just check if any of the items it wrote has been updated by a transaction having a timestamp larger than the one the current transaction had when it started. We took a quick look to Infinispan's MVCC implementation, and we got the impression that currently there isn't an analogous mechanism. Is it correct?
As a side note, the protocols we presented in Lisbon ensure serializability, so they need to deal with the issue of disseminating transactions' readsets across nodes. As encoding transactions readsets typically implies generating very large messages, we have recently proposed a replication scheme that allows to significantly reduce the amount of information exchanged by encoding the readset in a Bloom Filter.
On the other hand, by providing repeatable read, and tracking only write-write conflicts, Infinispan avoids this kind of issue a priori.
Now, I am not entirely sure if it would make sense to extend Infinispan within the Cloud-TM project to provide supports for serializability. But if we opt to do so, it would be interesting to integrate this technique as well.

- for partially replicated system. This is where 2PC would be utilized. The simplest scheme that one could use here would be the following (we have come up with a new, more complex protocol, but we prefer to advance by small steps implementing a simpler one). During the first phase the coordinator would do an Atomic Multicast (AM) to the other transaction's participants. Upon delivery of the AM by a node "n", the data accessed by the transaction and stored by "n" would be locally validated. Note that all replicas of a data would deliver the coordinator message in the same order. Thus validation would give the same output at all replicas. Also the mechanism would be deadlock free. Now there are two options depending on whether we want to have a decentralized or centralized scheme.
    a) each participant multicasts (plain) to all other participants what is the outcome of the local validation phase. As soon as we collect a negative vote, we can abort straightforwardly. Otherwise, as soon as a node gathers a positive vote from (at least) one replica of each data item accessed by the xact, it can commit.
    b) the participants send to the coordinator the outcome of the local validation phase. The coordinator then would behave, like in classic 2PC.
In case a) the number of exchanged messages would be quadratic in the number of transaction participants, but the commit latency would be that of an AM plus a multicast. In case b) the number of exchanged messages would be linear in the number of transaction participants, but the commit latency would be that of an AM plus 2 communication steps (one to deliver the vote to the coordinator, one for the coordinator to communicate the decision to the participants).
Note that in case a) we would totally skip the second cycle of the 2PC (unless we are missing something this should be feasible by handling this protocol as a special case in the interceptors' chain).
This protocol (variant a) was actually presented in [1], if you want to have more details.

Note that both approaches are deadlock-free, as the transaction serialization order is imposed by the order determined by the Atomic Broadcast. The cost to implement Atomic Broadcast depends on the precise guarantees you want to provide (e.g. upon failure of a node, should the system block until he recovers? Note that this is what you get typically with 2PC), and on the specific protocol that you use. The fastest (in terms of latency) Atomic Broadcast protocols are those based on a process, called sequencer, whose role is to sequence messages. In this case, an extra communication step (+1 log on the sequencer side) would be required in order to obtain the serialization number from the sequencer.

Cheers,

    Paolo

-----------------
[1] www.inf.usi.ch/phd/schiper/research/SRDS10.pdf


On 10/25/10 5:26 PM, Manik Surtani wrote:
Greetings and welcome to this list, Paolo.  :)

As you said your starting point is looking at the replication mechanisms.  We discussed the current 2-phase scheme in detail when I was in Lisbon, and I am very keen on an alternate atomic broadcast style approach.  You presented a few different approaches even within the broader atomic broadcast umbrella, so it makes sense to make this layer pluggable so we can work with different implementations.

Have you had a look at the existing 2-phase scheme to see how an alternate scheme can fit in, and where we'd need to introduce layers of abstraction?

Cheers
Manik


On 3 Oct 2010, at 19:18, Paolo Romano wrote:

Hi all,

I am new here, so let me first introduce myself. I am Paolo Romano, a 
researcher working at INESC-ID Lisbon, you can find more about me and my 
research activities at my webpage: http://www.gsd.inesc-id.pt/~romanop.

I am posting to this mailing list to introduce the Cloud-TM project 
(http://www.cloudtm.eu), a EU funded project started in June which 
brings together Red Hat, INESC-ID Lisbon (http://www.gsd.inesc-id.pt), 
Rome University "La Sapienza" (http://www.dis.uniroma1.it/~hpdcs) and 
Algorithmica (http://www.algorithmica.it).

Citing the project's abstract:
"Cloud-TM aims at defining a novel programming paradigm to facilitate 
the development and administration of cloud applications. It will 
develop a Self-Optimizing Distributed Transactional Memory middleware 
that will spare programmers from the burden of coding for distribution, 
persistence and fault-tolerance, letting them focus on delivering 
differentiating business value. Further, the Cloud-TM platform aims at 
minimizing the operational costs of cloud applications, pursuing optimal 
efficiency via autonomic resource provisioning and pervasive self-tuning 
schemes."

Infinispan is expected to play a key role in Cloud-TM, as it has been 
chosen as the reference platform to integrate the main research results 
achieved during the project.  Specifically, our plan is to extend 
Infinispan along the following main directions:
1. Build a library of alternative replication mechanisms optimized for 
different workload scenarios (e.g. hi/low conflict rate, read/write 
intensive) and scales of the platform (e.g. few/many nodes, 
local/geographical distribution)
2. Developing self-scaling mechanisms aimed at elastically allocating 
nodes from Cloud computing platforms to Infinispan caches depending on 
the current workload.
3. Developing self-tuning mechanisms that will adaptively alter the data 
replication and distribution algorithms depending on the current 
workload characteristics and scale of the platform.
4. Providing programmers with a Distributed Software Transactional 
Memory interface via a wrapper over Infinispan. This wrapper would be 
close  in spirit to what  PojoCache is for TreeCache, though we are 
currently oriented towards using a Domain Modelling Language and a 
precompilation phase to generate the code to interact with Infinispan 
(along the lines of what is done in the Fenix framework, 
https://fenix-ashes.ist.utl.pt/trac/fenix-framework). Note that we are 
still at very early design phase, so we are open to ideas, comments and 
especially to learn from your experiences with PojoCache.

As developers of Infinispan, your feedback is extremely valuable to us. 
On one hand, as nobody better than you could provide us indications on 
how to fit within Infinispan's codebase any new experimental feature we 
will be developing in the least intrusive fashion. On the other hand, as 
you can help us to identify what are the most critical issues for 
realistic deployments of Infinispan in Cloud environments, pointing out, 
for instance, which ones, among the current Infinispan 
paramers/functionalities, would benefit the most from self-tuning 
approaches.

We have already started looking at the internal structure of the 
replication's modules of Infinispan, and in the next days we will be 
posting more about the kind of replication schemes (see point 1 above) 
we would like to integrate in Infinispan, and how we are planning to do so.
In the meanwhile, as a teaser :-), I am sending a reference to a couple 
of recent papers of ours if you are curious to know what kind of 
replication solutions we are currently working on:
- http://www.gsd.inesc-id.pt/~romanop/files/papers/prdc09.pdf
- http://www.gsd.inesc-id.pt/~romanop/files/papers/middleware10.pdf

Cheers,

   Paolo

-- 

Paolo Romano, PhD
Researcher at INESC-ID
Rua Alves Redol, 9
1000-059, Lisbon Portugal
Tel. + 351 21 3100300
Fax  + 351 21 3145843
Webpage http://www.gsd.inesc-id.pt/~romanop
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--
Manik Surtani
manik@jboss.org
Lead, Infinispan
Lead, JBoss Cache
http://www.infinispan.org
http://www.jbosscache.org





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-- 

Paolo Romano, PhD
Researcher at INESC-ID
Rua Alves Redol, 9
1000-059, Lisbon Portugal
Tel. + 351 21 3100300
Fax  + 351 21 3145843
Webpage http://www.gsd.inesc-id.pt/~romanop