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feat: Add Couchbase as an online store (#4637)
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# Couchbase Online Store | ||
> NOTE: | ||
> This is a community-contributed online store that is in alpha development. It is not officially supported by the Feast project. | ||
## Description | ||
The [Couchbase](https://www.couchbase.com/) online store provides support for materializing feature values into a Couchbase Operational cluster for serving online features in real-time. | ||
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* Only the latest feature values are persisted | ||
* Features are stored in a document-oriented format | ||
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The data model for using Couchbase as an online store follows a document format: | ||
* Document ID: `{project}:{table_name}:{entity_key_hex}:{feature_name}` | ||
* Document Content: | ||
* `metadata`: | ||
* `event_ts` (ISO formatted timestamp) | ||
* `created_ts` (ISO formatted timestamp) | ||
* `feature_name` (String) | ||
* `value` (Base64 encoded protobuf binary) | ||
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## Getting started | ||
In order to use this online store, you'll need to run `pip install 'feast[couchbase]'`. You can then get started with the command `feast init REPO_NAME -t couchbase`. | ||
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To get started with Couchbase Capella Operational: | ||
1. [Sign up for a Couchbase Capella account](https://docs.couchbase.com/cloud/get-started/create-account.html#sign-up-free-tier) | ||
2. [Deploy an Operational cluster](https://docs.couchbase.com/cloud/get-started/create-account.html#getting-started) | ||
3. [Create a bucket](https://docs.couchbase.com/cloud/clusters/data-service/manage-buckets.html#add-bucket) | ||
- This can be named anything, but must correspond to the bucket described in the `feature_store.yaml` configuration file. | ||
4. [Create cluster access credentials](https://docs.couchbase.com/cloud/clusters/manage-database-users.html#create-database-credentials) | ||
- These credentials should have full access to the bucket created in step 3. | ||
5. [Configure allowed IP addresses](https://docs.couchbase.com/cloud/clusters/allow-ip-address.html) | ||
- You must allow the IP address of the machine running Feast. | ||
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## Example | ||
{% code title="feature_store.yaml" %} | ||
```yaml | ||
project: my_feature_repo | ||
registry: data/registry.db | ||
provider: local | ||
online_store: | ||
type: couchbase | ||
connection_string: couchbase://127.0.0.1 # Couchbase connection string, copied from 'Connect' page in Couchbase Capella console | ||
user: Administrator # Couchbase username from access credentials | ||
password: password # Couchbase password from access credentials | ||
bucket_name: feast # Couchbase bucket name, defaults to feast | ||
kv_port: 11210 # Couchbase key-value port, defaults to 11210. Required if custom ports are used. | ||
entity_key_serialization_version: 2 | ||
``` | ||
{% endcode %} | ||
The full set of configuration options is available in `CouchbaseOnlineStoreConfig`. | ||
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## 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 Couchbase online store. | ||
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| | Couchbase | | ||
| :-------------------------------------------------------- | :-------- | | ||
| 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 | no | | ||
| 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 | yes | | ||
| 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 | | ||
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To compare this set of functionality against other online stores, please see the full [functionality matrix](overview.md#functionality-matrix). | ||
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feast.infra.online\_stores.contrib.couchbase\_online\_store package | ||
=================================================================== | ||
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Submodules | ||
---------- | ||
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feast.infra.online\_stores.contrib.couchbase\_online\_store.couchbase module | ||
---------------------------------------------------------------------------- | ||
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.. automodule:: feast.infra.online_stores.contrib.couchbase_online_store.couchbase | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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Module contents | ||
--------------- | ||
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.. automodule:: feast.infra.online_stores.contrib.couchbase_online_store | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: |
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