Skip to content

Commit

Permalink
votr: Add VOTR demonstration workload
Browse files Browse the repository at this point in the history
This change adds a demo workload that shows how the merge function can be used
to implement asynchronous, two-way and hub-and-spoke replication. A more
complete discussion of the workload is provided in its README file.

A small extension to the existing parse-helpers API is necessary to ensure that
JSONB values are reified as json-ish types when loading conflicting rows from
the database. The `server.Server` type also supplies its listener address so
that VOTR can automatically create changefeeds.
  • Loading branch information
bobvawter committed Nov 2, 2023
1 parent 003b140 commit 00bc351
Show file tree
Hide file tree
Showing 12 changed files with 1,309 additions and 4 deletions.
113 changes: 113 additions & 0 deletions internal/cmd/votr/README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,113 @@
# VOTR

The VOTR workload demonstrates a hub-and-spoke replication workload that
uses cdc-sink's merge features.

The core workload demonstrates a ballot-casting system. There are three tables:
* `candidates` is an infrequently-updated table that uses a version
column and last-one-wins behaviors
* `ballots` is an append-only table with a composite primary key of
`(candidate uuid, ballot uuid)`
* `totals` maintains per-candidate running totals. It is intended to
show how a high-contention table can be logically replicated; this is
not an ideal pattern for CockroachDB.

VOTR shows a hub-and-spoke replication model, but it can also operate in
a two-datacenter (2-DC) model. The `votr_0` database is used as the hub,
and an arbitrary number of "spoke" databases, `votr_N` run the workload.
Each hub-spoke pair has two unidirectional changefeeds, each of which
are processed by independent `cdc-sink` instances. There are a total of
six independent feeds that are operating in this demonstration.

![votr-diagram.png](votr-diagram.png)

The worker attached to each spoke selects a random number of candidates
and casts one or more ballots to each of them. The VOTR worker knows
nothing about the replication model. The workload is roughly:
* `BEGIN`
* For random Candidate and Number of votes:
* `UPDATE totals SET total = total + N WHERE candidate = C`
* `INSERT INTO ballots (candidate) VALUES (C, generate_series(1, N))`
* `COMMIT`

Each spoke also has a validation loop that checks whether or not the
total number of ballots equals the running total of all totals. That is
`SELECT count(*) FROM ballots` should equal `SELECT sum(total) FROM
totals` at any given point in time.

The only SQL client to interact with the `votr_0` hub is cdc-sink.

The tables used by the `VOTR` workload are augmented with a vector-clock
scheme. That is, each table has a `whence JSONB` column that shows which
worker(s) a row incorporates state from. A `src INT` column also allows
the `vectorMerge()` function defined in the [votr.ts user
script](./script/votr.ts) to ensure idempotency by ensuring that the
clock for a particular source only ever rolls forwards. Note that the
functionality does *not* depend on clock synchronization between the
workers, only that each worker has a reasonably well-behaved cluster
timestamp.

# Running the demo

Start one or more local CockroachDB instances. The VOTR workload can use
multiple SQL databases on a single CockroachDB node, or the databases
can be split across multiple clusters.
> `cockroach start-single-node --store type=mem,size=2G --advertise-addr 127.0.0.1:26257 --insecure `
Initialize the VOTR schema on each instance. The number of regions is
specified by repeating the `--connect` argument. It is valid to have
duplicate connection strings to use the same CockroachDB node or cluster
to host multiple VOTR databases. This command-line shows the local
CockroachDB node being used to host the hub and three spokes.
> `cdc-sink votr init
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'`
Run the workload. The `--drainDelay` flag sets a timeout after receiving
a `^C` for the workers to stop, but to allow the cdc-sink instances to
continue to process messages.
> `cdc-sink votr run
> --candidates 128 --workers 1 --drainDelay 1m
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'
> --connect 'postgresql://root@localhost:26257/?sslmode=disable'`
# Useful demo query

Show the count of ballots and sum total across multiple VOTR database on
the same node:
```sql
WITH t (n, t) AS (
SELECT 1 AS n, sum(total)
FROM votr_1.totals
UNION ALL SELECT 2 AS n, sum(total)
FROM votr_2.totals
UNION ALL SELECT 3 AS n, sum(total)
FROM votr_3.totals
UNION ALL SELECT 0 AS n, sum(total)
FROM votr_0.totals
),
c (n, c) AS (
SELECT 1, count(*) FROM votr_1.ballots
UNION ALL SELECT 2, count(*)
FROM votr_2.ballots
UNION ALL SELECT 3, count(*)
FROM votr_3.ballots
UNION ALL SELECT 0, count(*)
FROM votr_0.ballots
)
SELECT *
FROM t JOIN c USING (n) order by n;
```

# Known limitations

* VOTR is a one-shot demo since the changefeeds are deleted on exit. The
cdc-sink HTTP ports are ephemeral, so it's not straightforward to
continue from a previous run. With more development effort, VOTR could
query the jobs table to determine which port it should attempt to bind
a listener to, in order to use the existing state.
* VOTR should demonstrate adding a new region.
Loading

0 comments on commit 00bc351

Please sign in to comment.