Programming Models, Part 1: Try Derflow!

28 Sep 2014

Updated January 9th, 2015: Derflow has since been renamed to Lasp, which is open source on GitHub. For more information surrounding the name change, see this post.

One of the main goals of the SyncFree project is to build a programming model for working with eventual consistency and conflict-free replicated data types. We’ve been well on our way to that goal, influenced heavily by Peter Van Roy’s work on dataflow programming, by the Bloom work at the University of California, Berkeley, as well as the LVars work at Indiana University.

In this post, we aim to give a high level overview of our inspirations for the work, the general progress, links to videos, publications, and then provide instructions about how to build the language if you wish to experiment with it. Future blog posts will dig into the implementation details of the programming model.

Derflow, A New Hope

Our initial prototype, which was put together in May, focused on a distributed deterministic dataflow model in Erlang – think of it as a distributed IVars build on top of Riak Core (or equally, something similar to Ozma).

The core of this model relies on a distributed single-assignment variable store, which is replicated using Dynamo-style quorum-based replication. Each of the variables of the program are hashed and distributed to a set of nodes, ensuring fault-tolerance.

This version of our prototype was documented in our Erlang Workshop ‘14 paper and presented this year in Goteborg, Sweden.

There are also a couple talks available as well, which discuss this implementation as well: one from the Erlang User Conference ‘14 and one from Erlang Workshop ‘14.

Derflow, The Lattice Strikes Back

Our second work, which is due to be presented at LADIS Workshop ‘14 in October, expands the model to operate over bounded join-semilattices, while providing a threshold read operation on these variables to ensure determinism. If you know the LVars work, this should sound very familiar.

In addition, we explore an alternative approach to executing programs – if the programs are guaranteed to be deterministic, why not replicate the entire programs themselves? In this model, we explore providing an API where entire programs are registered with the cluster, executed in a fault-tolerant manner with the results returned to the user. More to come on this in a future post.

Join us!

So, how can you play along at home?

First, we will assume you’ve got Erlang installed. Unfortunately, given some dependencies of riak_core, the latest supported version of Erlang is currently R16B02.

First, clone and build derflow:

$ git clone
$ cd derflow
$ make

Now, you can build a packaged release or development release, in the same way you would for Riak. If you’re looking to develop with the language, I’d recommend building a stagedevrel, which builds 6 independent releases, all sharing the same compiled application code to ease in cluster deployment and testing.

$ make stagedevrel

For building sample applications, we’ve built a test harness using riak_test which executes applications and verifies they have the correct result. This harness compiles a local derflow program, creates a cluster of nodes to execute it on, and remotely deploys the program to the cluster and returns the result.

To configure riak_test, do the following:

$ cd ..
$ git clone
$ cd riak_test
$ make

Once you have done that, make sure you copy the included riak_test.config file to ~/.riak_test.config and update the paths referenced in the file.

Running the tests is pretty simple:

$ cd ../derflow
$ make riak-test

In theory, all of the tests should pass. If not, well, research is research.

In Conclusion

This article serves to provide a general overview of the work, and pointers to all of the relevant resources if you’re interested in contributing, assisting, or playing around with our prototype language.

Next in the series, we’ll begin to dig into how each of the different models in Derflow is implemented as well as the various tradeoffs between them.

Please let me know if you run into any problems playing around with our prototype. I’d love to hear your feedback.

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