Skip to content

Commit

Permalink
docs: Add ScyllaDB as online store alternative (fixed DCO) (#3944)
Browse files Browse the repository at this point in the history
  • Loading branch information
zseta authored Feb 9, 2024
1 parent c16e5af commit bdce99d
Show file tree
Hide file tree
Showing 3 changed files with 98 additions and 1 deletion.
1 change: 1 addition & 0 deletions docs/SUMMARY.md
Original file line number Diff line number Diff line change
Expand Up @@ -99,6 +99,7 @@
* [MySQL (contrib)](reference/online-stores/mysql.md)
* [Rockset (contrib)](reference/online-stores/rockset.md)
* [Hazelcast (contrib)](reference/online-stores/hazelcast.md)
* [ScyllaDB (contrib)](reference/online-stores/scylladb.md)
* [Providers](reference/providers/README.md)
* [Local](reference/providers/local.md)
* [Google Cloud Platform](reference/providers/google-cloud-platform.md)
Expand Down
4 changes: 3 additions & 1 deletion docs/reference/online-stores/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -54,4 +54,6 @@ Please see [Online Store](../../getting-started/architecture-and-components/onli
[hazelcast.md](hazelcast.md)
{% endcontent-ref %}


{% content-ref url="scylladb.md" %}
[scylladb.md](scylladb.md)
{% endcontent-ref %}
94 changes: 94 additions & 0 deletions docs/reference/online-stores/scylladb.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,94 @@
# ScyllaDB Cloud online store

## Description

ScyllaDB is a low-latency and high-performance Cassandra-compatible (uses CQL) database. You can use the existing Cassandra connector to use ScyllaDB as an online store in Feast.

The [ScyllaDB](https://www.scylladb.com/) online store provides support for materializing feature values into a ScyllaDB or [ScyllaDB Cloud](https://www.scylladb.com/product/scylla-cloud/) cluster for serving online features real-time.

## Getting started

Install Feast with Cassandra support:
```bash
pip install "feast[cassandra]"
```

Create a new Feast project:
```bash
feast init REPO_NAME -t cassandra
```

### Example (ScyllaDB)

{% code title="feature_store.yaml" %}
```yaml
project: scylla_feature_repo
registry: data/registry.db
provider: local
online_store:
type: cassandra
hosts:
- 172.17.0.2
keyspace: feast
username: scylla
password: password
```
{% endcode %}
### Example (ScyllaDB Cloud)
{% code title="feature_store.yaml" %}
```yaml
project: scylla_feature_repo
registry: data/registry.db
provider: local
online_store:
type: cassandra
hosts:
- node-0.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
- node-1.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
- node-2.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
keyspace: feast
username: scylla
password: password
```
{% endcode %}
The full set of configuration options is available in [CassandraOnlineStoreConfig](https://rtd.feast.dev/en/master/#feast.infra.online_stores.contrib.cassandra_online_store.cassandra_online_store.CassandraOnlineStoreConfig).
For a full explanation of configuration options please look at file
`sdk/python/feast/infra/online_stores/contrib/cassandra_online_store/README.md`.

Storage specifications can be found at `docs/specs/online_store_format.md`.

## Functionality Matrix

The set of functionality supported by online stores is described in detail [here](overview.md#functionality).
Below is a matrix indicating which functionality is supported by the Cassandra plugin.

| | Cassandra |
| :-------------------------------------------------------- | :-------- |
| write feature values to the online store | yes |
| read feature values from the online store | yes |
| update infrastructure (e.g. tables) in the online store | yes |
| teardown infrastructure (e.g. tables) in the online store | yes |
| generate a plan of infrastructure changes | yes |
| support for on-demand transforms | yes |
| readable by Python SDK | yes |
| readable by Java | no |
| readable by Go | no |
| support for entityless feature views | yes |
| support for concurrent writing to the same key | no |
| support for ttl (time to live) at retrieval | no |
| support for deleting expired data | no |
| collocated by feature view | yes |
| collocated by feature service | no |
| collocated by entity key | no |

To compare this set of functionality against other online stores, please see the full [functionality matrix](overview.md#functionality-matrix).

## Resources

* [Sample application with ScyllaDB](https://feature-store.scylladb.com/stable/)
* [ScyllaDB website](https://www.scylladb.com/)
* [ScyllaDB Cloud documentation](https://cloud.docs.scylladb.com/stable/)

0 comments on commit bdce99d

Please sign in to comment.