Redis Feature Form quickstart
Register providers, define a feature, materialize it to Redis, and serve it.
Use this quickstart when you want one end-to-end proof that the main Feature Form path works in your environment. It assumes the workspace already exists and that sample data matching the quickstart definitions file is already loaded.
Before you begin
- A running Feature Form deployment with durable state
- An existing workspace
- A working auth path for
ff - Reachable Postgres and Redis endpoints for
demo_postgresanddemo_redis
1. Confirm identity and workspace access
ff rbac whoami
ff workspace get --name <workspace-name>
Use the returned workspace ID in later commands.
2. Confirm the built-in env secret provider
ff secret-provider list --workspace <workspace-id>
If your Postgres provider uses env:PG_PASSWORD, make sure that variable exists in the runtime environment that resolves secrets.
3. Register the demo providers
See the Providers and workpsaces page for steps to register the offline and online providers before applying resources.
4. Review the quickstart definitions file
The published example definitions entrypoint is the resource definitions file.
That file defines:
- one entity
- one primary dataset
- two SQL transformations
- three features
- one label
- one training set
- one feature view
5. Apply the file
ff apply \
--workspace <workspace-id> \
--file examples/featureform/docs/resources.py \
--wait \
--wait-for finished
For a dry run first:
ff apply \
--workspace <workspace-id> \
--file examples/featureform/docs/resources.py \
--plan
6. Inspect the results
ff graph workspace stats --workspace <workspace-id>
ff graph feature list --workspace <workspace-id>
ff catalog list --workspace <workspace-id>
You should see the expected graph entries plus the catalog locations created by the applied resources.
7. Serve from the feature view
import featureform as ff
client = ff.Client(host="127.0.0.1:9090", insecure=True, workspace="<workspace>")
features = client.serve("demo_customer_feature_view", entity="C1001")
print(features)