Noria is a new streaming data-flow system designed to act as a fast storage backend for read-heavy web applications based on this paper from OSDI'18. It acts like a database, but precomputes and caches relational query results so that reads are blazingly fast. Noria automatically keeps cached results up-to-date as the underlying data, stored in persistent base tables, change. Noria uses partially-stateful data-flow to reduce memory overhead, and supports dynamic, runtime data-flow and query change.
Noria comes with a MySQL adapter that implements the binary MySQL protocol. This lets any application that currently talks to MySQL or MariaDB switch to Noria with minimal effort. For example, running a Lobsters-like workload that issues the equivalent SQL queries to the real Lobsters website, Noria improves throughput supported by 5x:
At a high level, Noria takes a set of parameterized SQL queries (think prepared statements), and produces a data-flow program that maintains materialized views for the output of those queries. Reads now become fast lookups directly into these materialized views, as if the value had been directly cached in memcached. The views are then kept up-to-date incrementally through the data-flow, which yields high write throughput.
Like most databases, Noria follows a server-client model where many
clients connect to a (potentially distributed) server. The server in
this case is the noria-server
binary, and must be started before
clients can connect. Noria also uses Apache
ZooKeeper to announce the location of
its servers, so ZooKeeper must be running.
You (currently) need nightly Rust to build noria-server
. This will be
arranged for
automatically
if you're using rustup.rs
. To build
noria-server
, run
$ cargo build --release --bin noria-server
You may need to install some dependencies for the above to work:
- libclang-dev
- libssl-dev
- liblz4-dev
To start a long-running noria-server
instance, ensure that ZooKeeper
is running, and then run:
$ cargo r --release --bin noria-server -- --deployment myapp --no-reuse --address 172.16.0.19 --shards 0
myapp
here is a deployment. Many noria-server
instances can
operate in a single deployment at the same time, and will share the
workload between them. Workers in the same deployment automatically
elect a leader and discovery each other via
ZooKeeper.
There are two primary ways to interact with Noria: through the Rust
bindings or through the MySQL
adapter. They both
automatically locate the running worker through ZooKeeper (use -z
if
ZooKeeper is not running on localhost:2181
).
The noria
crate provides native Rust
bindings to interact with noria-server
. See the noria
documentation for detailed instructions on how
to use the library. You can also take a look at the example Noria
program. You can also see a
self-contained version that embeds noria-server
(and doesn't require
ZooKeeper) in this example.
We have built a MySQL
adapter for Noria that accepts
standard MySQL queries and speaks the MySQL protocol to make it easy to
try Noria out for existing applications. Once the adapter is running
(see its README
), you should be able to point your application at
localhost:3306
to send queries to Noria. If your application crashes,
this is a bug, and we would appreciate it if you open an
issue. You may also want to
try to disable automatic re-use (with --no-reuse
) or sharding (with
--shards 0
) in case those are misbehaving.
You can manually inspect the data stored in Noria using any MySQL client
(e.g., the mysql
CLI), or use Noria's own web
interface.
Noria is a large piece of software that spans many sub-crates and
external tools (see links in the text above). Each sub-crate is
responsible for a component of Noria's architecture, such as external
API (noria
), mapping SQL to data-flow (noria-server/mir
), and
executing data-flow operators (noria-server/dataflow
). The code in
noria-server/src/
is the glue that ties these pieces together by
establishing materializations, scheduling data-flow work, orchestrating
Noria program changes, handling failovers, etc.
noria-server/lib.rs
has a pretty extensive comment at
the top of it that goes through how the Noria internals fit together at
an implementation level. While it occasionally lags behind, especially
following larger changes, it should serve to get you familiarized with
the basic building blocks relatively quickly.
The sub-crates each serve a distinct role:
-
noria/
: everything that an external program communicating with Noria needs. This includes types used in RPCs as arguments/return types, as well as code for discovering Noria workers through ZooKeeper, establishing a connection to Noria through ZooKeeper, and invoking the various RPC exposed by the Noria controller (src/controller/inner.rs
). Thenoria
sub-crate also contains a number of internal data-structures that must be shared between the client and the server likeDataType
(Noria's "value" type). These are annotated with#[doc(hidden)]
, and should be easy to spot innoria/src/lib.rs
. -
noria-benchmarks/
: a collection of various Noria benchmarks. The most frequently used one isvote
, which runs the vote benchmark from §8.2 of the OSDI paper. You can run it in a bunch of different ways (--help
should be useful), and with many different backends. Thelocalsoup
backend is the one that's easiest to get up and running with. -
noria-server/src/
: the Noria server, including high-level components such as RPC handling, domain scheduling, connection management, and all the controller operations (listening for heartbeats, handling failed workers, etc.). It contains two notable sub-crates:dataflow/
: the code that implements the internals of the data-flow graph. This includes implementations of the different operators (ops/
), "special" operators like leaf views and sharders (node/special/
), implementations of view storage (state/
), and the code that coordinates execution of control, data, and backfill messages within a thread domain (domain/
).mir/
: the code that implements Noria's SQL-to-dataflow mapping. This includes resolving columns and keys, creating dataflow operators, and detecting reuse opportunities, and triggering migrations to make changes after new SQL queries have been added. @ms705 is the primary author of this particular subcrate, and it builds largely uponnom-sql
.common/
: data-structures that are shared between the variousnoria-server
sub-crates.
To run the test suite, use:
$ cargo test
Build and open the documentation with:
$ cargo doc --open
Once noria-server
is running, its API is available on port 6033 at the
specified listen address.
Alternatively, you can discover Noria's REST API listen address and port through ZooKeeper via this command:
$ cargo run --bin noria-zk -- \
--show --deployment myapp
| grep external | cut -d' ' -f4
A basic graphical UI runs at https://IP:PORT/graph.html
and shows
the running data-flow graph. You can also deploy Noria's
more advanced web UI that serves
the REST API endpoints in a human-digestible form and includes the
graph visualization.