Edge and Multi-cloud Pipeline Publish

How to publish models for deployment on edge and multicloud environments.

Model Publish for Edge and Multi-cloud Deployment via the Wallaroo Dashboard

Wallaroo pipeline publications are managed through the Wallaroo Dashboard Pipeline pages. This requires that Edge Deployment Registry is enabled.

Wallaroo pipelines are published as containers to OCI registries, and are referred to as publishes.

Access Wallaroo Pipeline Publishes

To view the publishes for a specific pipeline through the Wallaroo Dashboard:

Login to the Wallaroo Dashboard through your browser.
From the Workspace select menu on the upper left, select the workspace the pipeline is associated in.
Select the pipeline to view the Pipeline Versions, which contain the Pipeline Publishes for each Pipeline Versions.
The list of pipeline versions are available in the Version History section.
1. Unpublished versions are indicated with a black box (A) to the right of the pipeline version. Published pipelines are indicated with a gray box. (B). Publish details are visible by selecting Check Info (C).
2. Select Check Info to view pipeline details.
  - Pipeline location (A): The URL for the containerized pipeline.
  - PIpeline Chart (B): The URL for the Helm chart of the published pipeline and engine.
  - Engine url (B): The URL for the Wallaroo Engine required to deploy the pipeline and perform inference requests.

Publish a Wallaroo Pipeline Version

To publish a version of the Wallaroo pipeline:

From the Pipeline Versions view:

Select the black box to the right of a Pipeline Version identifier. Grey boxes indicate that the pipeline version is already published.
Wait for the publish to complete. Depending on the number and size of the pipeline steps in the pipeline version, this may take anywhere from 1 to 10 minutes.

Publish a Pipeline to the Edge Registry Service

See also the reference documentation: wallaroo.pipeline.publish.

Publish a Pipeline

Pipelines are published as images to the edge registry set in the Enable Wallaroo Edge Registry with the wallaroo.pipeline.Pipeline.publish method.

When a pipeline is published, the containerized pipeline with its models, and the inference engine for the architecture and acceleration uploaded to the OCI registry. Once published, the publish is deployed on edge locations either with Docker or helm based deployments. See DevOps - Pipeline Edge Deployment for more details.

Publish a Pipeline Parameters

The wallaroo.pipeline.Pipeline.publish method takes the following parameters. The containerized pipeline will be pushed to the Edge registry service with the model, pipeline configurations, and other artifacts needed to deploy the pipeline.

Parameter	Type	Description
`deployment_config`	`wallaroo.deployment_config.DeploymentConfig` (Optional)	Sets the pipeline deployment configuration. For more information on pipeline deployment configuration, see the Wallaroo SDK Essentials Guide: Pipeline Deployment Configuration.
`replaces`	`List[wallaroo.pipeline_publish]` (Optional)	The pipeline publish(es) to replace. For more details, see Replace Publish.

Publish a Pipeline Returns

The following publish fields are displayed with the method IPython.display.

Field	Type	Description
`ID`	Integer	The numerical ID of the publish.
`Pipeline Name`	String	The pipeline the publish was generated from.
`Pipeline Version`	String	The pipeline version the publish was generated from, in UUID format.
`Status`	String	The status of the publish. Values include: PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded. Published: The pipeline is published and ready for use.
`Workspace Id`	Integer	The numerical id of the workspace the publish is associated with.
`Workspace Name`	String	The name of the workspace the publish is associated with.
`Edges`	List[String]	A list of edges associated with this publish. If no edges exist, this field will be empty.
`Engine URL`	String	The OCI Registry URL for the inference engine.
`Pipeline URL`	String	The OCI Registry URL of the containerized pipeline.
`Helm Chart URL`	String	The OCI Registry URL of the Helm chart.
`Helm Chart Reference`	String	The OCI Registry URL of the Helm Chart reference.
`Helm Chart Version`	String	The Helm Chart Version.
`Engine Config`	Dict	The details of the `wallaroo.engine_config` used for the publish. Unless specified, it will use the same engine config for the pipeline, which inherits its `arch` and `accel` settings from the model upon upload. See Wallaroo SDK Essentials Guide: Model Uploads and Registrations for more details.
`User Images`	List	Any user images used with the deployment.
`Created By`	String	The user name, typically the email address, of the user that created the publish.
`Created At`	DateTime	The DateTime of the publish was created.
`Updated At`	DateTime	The DateTime of the publish was updated.
`Replaces`	List	A list of the publishes that were replaced by this one with the following attributes. Note that each `variable` represents the value displayed: Publish `id`: The replaced publish id. Pipeline `pipeline_name`: The name of the replaced pipeline. Version `pipeline_version`: The pipeline version replace. Pipeline versions are displayed in UUID format.
`Docker Run Command`	String	The Docker Run commands for the publish. The following variables must be set before executing the command. `EDGE_PORT`: The external port used to connect to the edge endpoints. `OCI_USERNAME`: The username for the OCI registry containing the publish. `OCI_PASSWORD`: The password for the user used to authenticate to the OCI registry containing the publish. Additional options are detailed in the DevOps - Pipeline Edge Deployment
`Podman Run Command`	String	The Podman run commands for each edge location for the publish. The following variables must be set before executing the command. `EDGE_PORT`: The external port used to connect to the edge endpoints. `OCI_USERNAME`: The username for the OCI registry containing the publish. `OCI_PASSWORD`: The password for the user used to authenticate to the OCI registry containing the publish. Additional options are detailed in the DevOps - Pipeline Edge Deployment
`Helm Install Command`	String	The Helm Install or Upgrade commands for each location or replaced locations for the pipeline. For replaced publishes, the `helm upgrade` command is shown for performing in-line model updates. The following variables must be set before executing the command. `OCI_USERNAME`: The username for the OCI registry containing the publish. `OCI_PASSWORD`: The password for the user used to authenticate to the OCI registry containing the publish. `HELM_INSTALL_NAME`: The name of the Helm deployment installation. `HELM_INSTALL_NAMESPACE`: The Kubernetes namespace the Helm based edge deployment is installed in.

Individual Publish Fields

The following fields are available from the PipelinePublish object.

Field	Type	Description
`id`	Integer	Numerical Wallaroo id of the published pipeline.
`pipeline_name`	String	The name of the pipeline the publish is generated from.
`pipeline_version_id`	Integer	Numerical Wallaroo id of the pipeline version published.
`status`	String	The status of the pipeline publication. Values include: PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded. Published: The pipeline is published and ready for use.
`engine_url`	String	The URL of the published pipeline engine in the edge registry.
`pipeline_url`	String	The URL of the published pipeline in the edge registry.
`pipeline_version_name`	String	The pipeline version in UUID format.
`helm`	Dict	The details used for a `helm` based deployment of the with the following attributes: `reference`: The OCI URL of the Helm reference. `values`: Any additional values. `chart`: The Helm chart for the edge deployment. `version`: The Helm version to specify which published pipeline Helm version to use.
`additional_properties`	Dict	Any additional properties for the publish.
`docker_run_variables`	The Docker Run variables used for Docker based deployments. This includes: `PIPELINE_URL`: The OCI registry URL of the containerized pipeline. `EDGE_BUNDLE`: The Edge Bundle for edge locations.
`list_edges()`	wallaroo.edge.EdgeList	A List of `wallaroo.edge.Edge` associated with the publish.
`engine_url`	String	The URL for the inference engine used for the edge deployment.
`user_images`	List	A List of custom images used for the edge deployment.
`created_by`	String	The unique identifier of the user ID that created the publish in UUID format.
`error`	String	Any errors associated with the publish.
`engine_config`	`wallaroo.deployment_config.DeploymentConfig`	The pipeline configuration included with the published pipeline.
`created_at`	DateTime	When the published pipeline was created.
`updated_at`	DateTime	When the published pipeline was updated.
`created_on_version`	String	The version of Wallaroo the publish was generated from.
`replaces`	List(Integer)	List of other publishes that were replaced by this one.

Publish a Pipeline Example

The following example shows how to publish a pipeline to the edge registry service associated with the Wallaroo instance.

# set the configuration
deployment_config = wallaroo.DeploymentConfigBuilder().replica_count(1).cpus(0.5).memory("900Mi").build()

# build the pipeline
pipeline = wl.build_pipeline("publish-example")
# add a model as a model step
pipeline.add_model_step(m2)
publish = pipeline.publish(deployment_config)
display(publish)

ID 1

Pipeline Name assay-demonstration-tutorial

Pipeline Version 1ff19772-f41f-42fb-b0d1-f82130bf5801

Status Published

Workspace Id 12

Workspace Name run-anywhere-assay-demonstration-tutorial

Edges

Engine URL ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Pipeline URL ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801

Helm Chart URL oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial

Helm Chart Reference ghcr.io/wallaroolabs/doc-samples/charts@sha256:353f286f0d39dd751e09aa815609a9edbbf3357d31f7e779fa18d5f97c28986c

Helm Chart Version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801

User Images []

Created By john.hansarick@wallaroo.ai

Created At 2025-07-15 17:03:13.754534+00:00

Updated At 2025-07-15 17:03:13.754534+00:00

Replaces

Docker Run Command

docker run \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Podman Run Command

podman run \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

helm install --atomic $HELM_INSTALL_NAME \
    oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial \
    --namespace $HELM_INSTALL_NAMESPACE \
    --version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    --set ociRegistry.username=$OCI_USERNAME \
    --set ociRegistry.password=$OCI_PASSWORD

Note: Please set the HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

List Publishes

Publishes are listed from any of the following methods.

All publishes across all available workspaces are displayed with the wallaroo.client.Client.list_publishes method. This is filtered by the requesting user type:

Admin users: All publishes across all workspaces.
Non-Admin users: All publishes across all workspaces the user is a member of.

wallaroo.client.Client.list_publishes takes the following parameters.

Parameter	Type	Description
`workspace_id`	Integer (Optional)	The numerical id of the workspace. Mutually exclusive with the parameter `workspace_name`. If `workspace_id` is used, do not use the parameter `workspace_name`.
`workspace_name`	Integer (Optional)	The numerical id of the workspace. Mutually exclusive with the parameter `workspace_id`. If `workspace_name` is used, do not use the parameter `workspace_id`.

The Wallaroo client list_publishes method returns a List of wallaroo.pipeline_publish.PipelinePublish objects. The following fields are displayed using IPython.display.

Field	Type	Description
`id`	Integer	Numerical Wallaroo id of the published pipeline.
`Pipeline Name`	String	The name of the pipeline the publish is associated with.
`Pipeline Version`	String	The pipeline version in UUID format the publish was generated from.
`Workspace Id`	Integer	The workspace numerical id the pipeline is associated with.
`Workspace Name`	String	The name of the workspace the pipeline is associated with.
`Edges`	String	A list of the edges associated with the publish. For more details, see Edge Observability
`Engine URL`	String	The URL for the published Wallaroo engine in the edge registry. The Wallaroo engine is tied to the [model’s architecture](({<ref “wallaroo-model-operations-upload-register/#upload-model-parameters”>})).
`Pipeline URL`	String	The URL for the published pipeline in the edge registry.
`Created By`	String	The email address of the Wallaroo user that created the publish.
`Created At`	String	The date and time the publish was created.
`Updated At`	String	The date and time the publish was updated.

Publish Fields

The following attributes are available from the PipelinePublish object.

Field	Type	Description
`id`	Integer	The numerical id of the publish.
`pipeline_name`	String	The name of the pipeline the publish is associated with.
`pipeline_version_id`	String	The pipeline version the publish is generated from.
`engine_config`	Dict	The engine configuration as defined by the deployment configuration.
`engine_url`	String	The URL for the Wallaroo engine in the edge registry. The Wallaroo engine is tied to the model’s architecture.
`pipeline_url`	String	The URL for the containerized pipeline with all models and artifacts for deployment.
`docker_run_variables`	Dict	Any additional Docker run variables.
`helm`	Dict	The helm deployment parameters including: `reference` (String): The helm reference. `chart` (String): The helm chart for the publish. `version` (String): The publish version. `values` (Dict): Any additional values
`list_edges()`	wallaroo.edge.EdgeList	Returns list of edges associated with the publish of type wallaroo.edge.Edge. Each Edge contains the following parameters: `pipeline_name`: The name of the pipeline the edge is associated with. `pipeline_url`: The URL of the containerized pipeline stored in the container registry store. `pipeline_version_id`: The numerical id of the pipeline the edge is associated with. `replaces`: Previous edges that this edge replaces. `updated_at`: The date and time the edge was updated. `workspace_id`: The numerical id for the workspace the edge is associated with. `workspace_name`: The name of the workspace the edge is associated with.
`created_at`	Datetime.Datetime	The date and time the publish was created.
`created_by`	String	The id of the user that created the publish in UUID format.
`created_by_email`	String	The email address of the user that created the publish.

The following example demonstrates:

Listing all publishes shows all publishes from an admin user performing the client list_publishes method with no workspace filtering.
Displaying a specific publish from the list.

import wallaroo

wl = wallaroo.Client()

display(wl.list_publishes())

id	Pipeline Name	Pipeline Version	Workspace Id	Workspace Name	Edges	Engine URL	Pipeline URL	Created By	Created At	Updated At
1	edge-inline-replacement-demon	aa29385c-dd28-49a0-8a09-7081a986180e	37	in-line-edge-replacement-demo	houseprice-edge-inline-demonstration houseprice-edge-inline-demonstration-1	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5917	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-inline-replacement-demon:aa29385c-dd28-49a0-8a09-7081a986180e	preethi.kumar@wallaroo.ai	2025-04-Feb 18:29:08	2025-04-Feb 18:29:08
2	edge-replacement-demo-pk	a90c10d2-34d8-4aa0-b620-6ce3647d92e0	44	edge-replacement-demo-pk		us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-replacement-demo-pk:a90c10d2-34d8-4aa0-b620-6ce3647d92e0	preethi.kumar@wallaroo.ai	2025-10-Feb 17:34:59	2025-10-Feb 17:34:59
3	edge-replacement-demo-pk	3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a	44	edge-replacement-demo-pk	edge-replacement-demo-pk-edge-1	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-replacement-demo-pk:3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a	preethi.kumar@wallaroo.ai	2025-10-Feb 17:50:05	2025-10-Feb 17:50:05
4	llamacpp-pipeyns-akmel	2c4986ed-f336-4df6-b09a-38ab8cb1cd19	68	younes.amar@wallaroo.ai - Default Workspace		us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5938	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/llamacpp-pipeyns-akmel:2c4986ed-f336-4df6-b09a-38ab8cb1cd19	younes.amar@wallaroo.ai	2025-07-Mar 21:05:13	2025-07-Mar 21:05:13

display(wl.list_publishes()[1])

ID 2

Pipeline Name edge-replacement-demo-pk

Pipeline Version a90c10d2-34d8-4aa0-b620-6ce3647d92e0

Status Published

Workspace Id 44

Workspace Name edge-replacement-demo-pk

Edges

Engine URL us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922

Pipeline URL us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-replacement-demo-pk:a90c10d2-34d8-4aa0-b620-6ce3647d92e0

Helm Chart URL oci://us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/charts/edge-replacement-demo-pk

Helm Chart Reference us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/charts@sha256:025a8ef3df25e9bae9e126c5d93b505ac5c5600166f5d425341fd7cf6518ad4c

Helm Chart Version 0.0.1-a90c10d2-34d8-4aa0-b620-6ce3647d92e0

Engine Config {'engine': {'resources': {'limits': {'cpu': 4.0, 'memory': '3Gi'}, 'requests': {'cpu': 4.0, 'memory': '3Gi'}, 'arch': 'x86', 'accel': 'none', 'gpu': False}}, 'engineAux': {'autoscale': {'type': 'none'}}}

User Images []

Created By preethi.kumar@wallaroo.ai

Created At 2025-02-10 17:34:59.834090+00:00

Updated At 2025-02-10 17:34:59.834090+00:00

Replaces

Docker Run Command

docker run \
-p $EDGE_PORT:8080 \
-e OCI_USERNAME=$OCI_USERNAME \
-e OCI_PASSWORD=$OCI_PASSWORD \
-e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922

Note: Please set the EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

helm install --atomic $HELM_INSTALL_NAME \
oci://us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/charts/edge-replacement-demo-pk \
--namespace $HELM_INSTALL_NAMESPACE \
--version 0.0.1-a90c10d2-34d8-4aa0-b620-6ce3647d92e0 \
--set ociRegistry.username=$OCI_USERNAME \
--set ociRegistry.password=$OCI_PASSWORD

Note: Please set the HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

All publishes created from specific pipeline are displayed with the wallaroo.pipeline.publishes method.

The pipeline publishes method returns a List of wallaroo.pipeline_publish.PipelinePublish objects.

The following fields are displayed using IPython.display.

Field	Type	Description
`id`	Integer	Numerical Wallaroo id of the published pipeline.
`Pipeline Name`	String	The name of the pipeline the publish is associated with.
`Pipeline Version`	String	The pipeline version in UUID format the publish was generated from.
`Workspace Id`	Integer	The workspace numerical id the pipeline is associated with.
`Workspace Name`	String	The name of the workspace the pipeline is associated with.
`Edges`	String	A list of the edges associated with the publish. For more details, see Edge Observability
`Engine URL`	String	The URL for the published Wallaroo engine in the edge registry. The Wallaroo engine is tied to the [model’s architecture](({<ref “wallaroo-model-operations-upload-register/#upload-model-parameters”>})).
`Pipeline URL`	String	The URL for the published pipeline in the edge registry.
`Created By`	String	The email address of the Wallaroo user that created the publish.
`Created At`	String	The date and time the publish was created.
`Updated At`	String	The date and time the publish was updated.

Publish Fields

The following attributes are available from the PipelinePublish object.

Field	Type	Description
`id`	Integer	The numerical id of the publish.
`pipeline_name`	String	The name of the pipeline the publish is associated with.
`pipeline_version_id`	String	The pipeline version the publish is generated from.
`engine_config`	Dict	The engine configuration as defined by the deployment configuration.
`engine_url`	String	The URL for the Wallaroo engine in the edge registry. The Wallaroo engine is tied to the model’s architecture.
`pipeline_url`	String	The URL for the containerized pipeline with all models and artifacts for deployment.
`docker_run_variables`	Dict	Any additional Docker run variables.
`helm`	Dict	The helm deployment parameters including: `reference` (String): The helm reference. `chart` (String): The helm chart for the publish. `version` (String): The publish version. `values` (Dict): Any additional values
`list_edges()`	wallaroo.edge.EdgeList	Returns list of edges associated with the publish of type wallaroo.edge.Edge. Each Edge contains the following parameters: `pipeline_name`: The name of the pipeline the edge is associated with. `pipeline_url`: The URL of the containerized pipeline stored in the container registry store. `pipeline_version_id`: The numerical id of the pipeline the edge is associated with. `replaces`: Previous edges that this edge replaces. `updated_at`: The date and time the edge was updated. `workspace_id`: The numerical id for the workspace the edge is associated with. `workspace_name`: The name of the workspace the edge is associated with.
`created_at`	Datetime.Datetime	The date and time the publish was created.
`created_by`	String	The id of the user that created the publish in UUID format.
`created_by_email`	String	The email address of the user that created the publish.

The following demonstrates:

Displaying a list of publishes from the pipeline edge-replacement-demo-pk.
Displaying a specific publish from the list acquired from the pipeline.

display(pipeline.publishes())

id	Pipeline Name	Pipeline Version	Workspace Id	Workspace Name	Edges	Engine URL	Pipeline URL	Created By	Created At	Updated At
2	edge-replacement-demo-pk	a90c10d2-34d8-4aa0-b620-6ce3647d92e0	44	edge-replacement-demo-pk		us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-replacement-demo-pk:a90c10d2-34d8-4aa0-b620-6ce3647d92e0	preethi.kumar@wallaroo.ai	2025-10-Feb 17:34:59	2025-10-Feb 17:34:59
3	edge-replacement-demo-pk	3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a	44	edge-replacement-demo-pk	edge-replacement-demo-pk-edge-1	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922	us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-replacement-demo-pk:3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a	preethi.kumar@wallaroo.ai	2025-10-Feb 17:50:05	2025-10-Feb 17:50:05

display(pipeline.publishes()[1])

ID 3

Pipeline Name edge-replacement-demo-pk

Pipeline Version 3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a

Status Published

Workspace Id 44

Workspace Name edge-replacement-demo-pk

Edges edge-replacement-demo-pk-edge-1

Engine URL us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922

Pipeline URL us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/pipelines/edge-replacement-demo-pk:3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a

Helm Chart URL oci://us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/charts/edge-replacement-demo-pk

Helm Chart Reference us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/charts@sha256:f6a68bdbebf5c2827f01bc98f7bfc88eadb55b65f11eb815f51aa65c8ef5f442

Helm Chart Version 0.0.1-3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a

User Images []

Created By preethi.kumar@wallaroo.ai

Created At 2025-02-10 17:50:05.332463+00:00

Updated At 2025-02-10 17:50:05.332463+00:00

Replaces Publish 2, Pipeline "edge-replacement-demo-pk", Version a90c10d2-34d8-4aa0-b620-6ce3647d92e0

Docker Run Command

docker run \
-p $EDGE_PORT:8080 \
-e OCI_USERNAME=$OCI_USERNAME \
-e OCI_PASSWORD=$OCI_PASSWORD \
-e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-main-5922

Note: Please set the EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

helm install --atomic $HELM_INSTALL_NAME \
oci://us-central1-docker.pkg.dev/wallaroo-dev-253816/uat/charts/edge-replacement-demo-pk \
--namespace $HELM_INSTALL_NAMESPACE \
--version 0.0.1-3dde7889-9d1b-4e72-8b8b-7cf882ee9b3a \
--set ociRegistry.username=$OCI_USERNAME \
--set ociRegistry.password=$OCI_PASSWORD

Note: Please set the HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

Replace Publish

Publishes are replaced either from a pipeline version, or an entirely new pipeline via the wallaroo.pipeline.Pipeline.publish(replace=List**wallaroo.pipeline_publish.PipelinePublish]) method. When replaced, the original publish’s [edge locations** are transferred to the pipeline associated with the new publish.

When a publish is replaced by a pipeline version, the pipeline logs will continue to include the edge locations with any new changes to the schema, based on the new pipeline steps.

When a publish is replaced by a entirely different pipeline, the previous pipeline logs are associated with the previous pipeline. New logs are associated with the new pipeline.

When a publish is replaced, the edge locations can be redeployed with the new publish information, which includes the new pipeline steps, models, and other settings.

Replace Publish Considerations

When a pipeline is publish, the following considerations must be taken.

Model Drift Observability updates: Assays created for the specific pipeline and model name will cease to generate new analyses if the pipeline steps change the model names or field outputs that were previously set. In these instances, the assay should be paused and a new assay generated with the updated model name and fields. For more details see Model Drift Detection with Model Insights.
Pipeline Log Schema Changes: The pipeline log schema will change based on the input and output parameters with the new pipeline steps. For more details see Wallaroo SDK Essentials Guide: Pipeline Log Management.

The following methods are used to replace a publish.

Replace Publish Methods

Replace Publish From Pipeline

Parameter	Type	Description
`deployment_config`	`wallaroo.deployment_config.DeploymentConfig` (Optional)	Sets the pipeline deployment configuration. For example: For more information on pipeline deployment configuration, see the Wallaroo SDK Essentials Guide: Pipeline Deployment Configuration.
`replaces`	`[List[wallaroo.pipeline_publish]]` (Optional)	The pipeline publish(es) to replace.

The following parameters are returned when a pipeline is published.

Field	Type	Description
`id`	Integer	Numerical Wallaroo id of the published pipeline.
`pipeline_name`	String	The name of the pipeline the publish is generated from.
`pipeline_version_id`	Integer	Numerical Wallaroo id of the pipeline version published.
`status`	String	The status of the pipeline publication. Values include: PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded. Published: The pipeline is published and ready for use.
`engine_url`	String	The URL of the published pipeline engine in the edge registry.
`pipeline_url`	String	The URL of the published pipeline in the edge registry.
`pipeline_version_name`	String	The pipeline version in UUID format.
`helm`	Dict	The details used for a `helm` based deployment of the with the following attributes: `reference`: The OCI URL of the Helm reference. `values`: Any additional values. `chart`: The Helm chart for the edge deployment. `version`: The Helm version to specify which published pipeline Helm version to use.
`additional_properties`	Dict	Any additional properties for the publish.
`docker_run_variables`	The Docker Run variables used for Docker based deployments. This includes: `PIPELINE_URL`: The OCI registry URL of the containerized pipeline. `EDGE_BUNDLE`: The Edge Bundle for edge locations.
`engine_url`	String	The URL for the inference engine used for the edge deployment.
`user_images`	List	A List of custom images used for the edge deployment.
`created_by`	String	The unique user ID of the user that created the publish in UUID format.
`error`	String	Any errors associated with the publish.
`engine_config`	`wallaroo.deployment_config.DeploymentConfig`	The pipeline configuration included with the published pipeline.
`created_at`	DateTime	When the published pipeline was created.
`updated_at`	DateTime	When the published pipeline was updated.
`created_on_version`	String	The version of Wallaroo the publish was generated from.
`replaces`	List(Integer)	List of other publishes that were replaced by this one.

When a publish is displayed using IPython.display, the following fields are generated. Some are generated from the fields above to make deployment easier for end users.

Field	Type	Description
`ID`	Integer	The numerical ID of the publish.
`Pipeline Name`	String	The pipeline the publish was generated from.
`Pipeline Version`	String	The pipeline version the publish was generated from, in UUID format.
`Status`	String	The status of the publish. Values include: PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded. Published: The pipeline is published and ready for use.
`Engine URL`	String	The OCI Registry URL for the inference engine.
`Pipeline URL`	String	The OCI Registry URL of the containerized pipeline.
`Helm Chart URL`	String	The OCI Registry URL of the Helm chart.
`Helm Chart Reference`	String	The OCI Registry URL of the Helm Chart reference.
`Helm Chart Version`	String	The Helm Chart Version.
`Engine Config`	Dict	The details of the `wallaroo.engine_config` used for the publish. Unless specified, it will use the same engine config for the pipeline, which inherits its `arch` and `accel` settings from the model upon upload. See Wallaroo SDK Essentials Guide: Model Uploads and Registrations for more details.
`User Images`	List	Any user images used with the deployment.
`Created By`	String	The username, typically the email address, of the user that created the publish.
`Created At`	DateTime	The DateTime of the publish was created.
`Updated At`	DateTime	The DateTime of the publish was updated.
`Replaces`	List	A list of the publishes that were replaced by this one. These detail: ID: The replaced publish id. Pipeline: The name of the replaced pipeline. Version: The pipeline version number replaced.
`Docker Run Command`		The Docker Run commands for each edge location for the publish. Each Edge will show its Edge Location name, and the Docker Run command for that edge location. The following variables must be set before executing the command. PERSISTENT_VOLUME_DIR: The location for the persistent volume used by the edge location to store session information, logs, etc. OCI_USERNAME: The username for the OCI registry containing the publish. OCI_PASSWORD: The password for the user used to authenticate to the OCI registry containing the publish.
`Helm Install Command`		The Helm Install or Upgrade commands for each location or replaced locations for the pipeline. For replaced publishes, the `helm upgrade` command is shown for performing in-line model updates. The following variables must be set before executing the command. OCI_USERNAME: The username for the OCI registry containing the publish. OCI_PASSWORD: The password for the user used to authenticate to the OCI registry containing the publish. HELM_INSTALL_NAME: The name of the Helm deployment installation. HELM_INSTALL_NAMESPACE: The Kubernetes namespace the Helm based edge deployment is installed in.

The following shows a pipeline with publishes and edge locations. The full demonstration is available at In-Line Model Updates at the Edge Tutorial.

display(mainpipeline)


name	edge-inline-replacement-demo
created	2024-03-26 18:53:24.630184+00:00
last_updated	2024-03-26 22:01:14.641540+00:00
deployed	False
arch	None
accel	None
tags
versions	c0396244-66ea-4729-9830-3dd11ccdf85a, f3c59078-3245-4697-bdec-238c65cab749, e41738a7-9d80-4f20-a8d6-0b479c53fa5a, d9192be1-4d5d-49be-b106-bf77dba8173f, 446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6, 85058098-d395-4af4-98ce-25754175547f, 90643d74-8883-451c-aa2b-4c41d9af04f8, 5a1bf0a2-9595-41de-9852-44d211c2c0fb, a5105a19-7215-4e6b-9a8a-5ddcc6aa875c
steps	rf-house-price-estimator
published	True

display(mainpipeline.publishes())

id	pipeline_version_name	engine_url	pipeline_url	created_by	created_at	updated_at
11	446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6	ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781	ghcr.io/wallaroolabs/doc-samples/pipelines/edge-inline-replacement-demo:446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6	john.hummel@wallaroo.ai	2024-26-Mar 19:07:43	2024-26-Mar 19:07:43
10	90643d74-8883-451c-aa2b-4c41d9af04f8	ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781	ghcr.io/wallaroolabs/doc-samples/pipelines/edge-inline-replacement-demo:90643d74-8883-451c-aa2b-4c41d9af04f8	john.hummel@wallaroo.ai	2024-26-Mar 18:54:24	2024-26-Mar 18:54:24
14	f3c59078-3245-4697-bdec-238c65cab749	ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781	ghcr.io/wallaroolabs/doc-samples/pipelines/edge-inline-replacement-demo:f3c59078-3245-4697-bdec-238c65cab749	john.hummel@wallaroo.ai	2024-26-Mar 21:31:16	2024-26-Mar 21:31:16

display(mainpipeline.list_edges())

ID	Name	Tags	SPIFFE ID
50fa7f30-7725-4f27-8ddb-6000e8674cd6	houseprice-edge-inline-replacement-demo2	[]	wallaroo.ai/ns/deployments/edge/50fa7f30-7725-4f27-8ddb-6000e8674cd6

Replace Publish From Pipeline Version

For the following, the pipeline model steps are replaced, and the new version is published. The previous publish set to the variable pub is replaced by the new publish, which is stored in the variable new_pub.

housing_model_challenger01 = (wl.upload_model("xgb-house-price-estimator", 
                                        './models/xgb_model.onnx', 
                                        framework=Framework.ONNX)
                                        .configure(tensor_fields=["tensor"])
                        )

mainpipeline.clear()

mainpipeline.add_model_step(housing_model_challenger01)

new_pub = mainpipeline.publish(replaces=[pub])
new_pub

Waiting for pipeline publish... It may take up to 600 sec.
Pipeline is publishing...... Published.

ID 11

Pipeline Name edge-inline-replacement-demo

Pipeline Version 446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6

Status Published

Engine URL ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781

Pipeline URL ghcr.io/wallaroolabs/doc-samples/pipelines/edge-inline-replacement-demo:446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6

Helm Chart URL oci://ghcr.io/wallaroolabs/doc-samples/charts/edge-inline-replacement-demo

Helm Chart Reference ghcr.io/wallaroolabs/doc-samples/charts@sha256:268a8b7b22b3ab9a62127f56ac5152d264fec194212d2100550ecb6dd6b1cc37

Helm Chart Version 0.0.1-446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6

Engine Config {'engine': {'resources': {'limits': {'cpu': 4.0, 'memory': '3Gi'}, 'requests': {'cpu': 4.0, 'memory': '3Gi'}, 'accel': 'none', 'arch': 'x86', 'gpu': False}}, 'engineAux': {'autoscale': {'type': 'none'}, 'images': None}, 'enginelb': {'resources': {'limits': {'cpu': 1.0, 'memory': '512Mi'}, 'requests': {'cpu': 0.2, 'memory': '512Mi'}, 'accel': 'none', 'arch': 'x86', 'gpu': False}}}

User Images []

Created By john.hummel@wallaroo.ai

Created At 2024-03-26 19:07:43.158229+00:00

Updated At 2024-03-26 19:07:43.158229+00:00

Replaces Publish 10, Pipeline "edge-inline-replacement-demo", Version aa29385c-dd28-49a0-8a09-7081a986180e

Docker Run Command

Edge

Command

houseprice-edge-inline-replacement-demo

docker run -v $PERSISTENT_VOLUME_DIR:/persist \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/edge-inline-replacement-demo:446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6\
    -e EDGE_BUNDLE=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtaW5saW5lLXJlcGxhY2VtZW50LWRlbW8KZXhwb3J0IE9QU0NFTlRFUl9IT1NUPWRvYy10ZXN0LmVkZ2Uud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvZWRnZS1pbmxpbmUtcmVwbGFjZW1lbnQtZGVtbzo0NDZhZWVkOS0yZDUyLTQ3YWUtOWU1Yy1mMmEwNWVmMGQ0ZDYKZXhwb3J0IEpPSU5fVE9LRU49b21pdHRlZF9mb3JfcmVwbGFjZQpleHBvcnQgT0NJX1JFR0lTVFJZPWdoY3IuaW8= \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781

Note: Please set the PERSISTENT_VOLUME_DIR, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

Edge

Command

houseprice-edge-inline-replacement-demo

helm upgrade $HELM_INSTALL_NAME \
    oci://ghcr.io/wallaroolabs/doc-samples/charts/edge-inline-replacement-demo \
    --namespace $HELM_INSTALL_NAMESPACE \
    --version 0.0.1-446aeed9-2d52-47ae-9e5c-f2a05ef0d4d6 \
    --set ociRegistry.username=$OCI_USERNAME \
    --set ociRegistry.password=$OCI_PASSWORD \
    --set edgeBundle=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtaW5saW5lLXJlcGxhY2VtZW50LWRlbW8KZXhwb3J0IE9QU0NFTlRFUl9IT1NUPWRvYy10ZXN0LmVkZ2Uud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvZWRnZS1pbmxpbmUtcmVwbGFjZW1lbnQtZGVtbzo0NDZhZWVkOS0yZDUyLTQ3YWUtOWU1Yy1mMmEwNWVmMGQ0ZDYKZXhwb3J0IEpPSU5fVE9LRU49b21pdHRlZF9mb3JfcmVwbGFjZQpleHBvcnQgT0NJX1JFR0lTVFJZPWdoY3IuaW8=

Note: Please set the PERSISTENT_VOLUME_DIR, HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

Note that in the Replaces section, updates are given for each edge location.

For this example, a new pipeline is created, The publish new_pub is then replaced by the publish from this new pipeline.

housing_model_challenger02 = (wl.upload_model("gbr-house-price-estimator", 
                                        './models/gbr_model.onnx', 
                                        framework=Framework.ONNX)
                                        .configure(tensor_fields=["tensor"])
                        )

new_pipeline = wl.build_pipeline("new-edge-inline-replacement")
# clear the steps if used before
new_pipeline.clear()

new_pipeline.add_model_step(housing_model_challenger02)
new_pipeline_pub = new_pipeline.publish(replaces=[new_pub])
new_pipeline_pub

Waiting for pipeline publish... It may take up to 600 sec.
Pipeline is publishing...... Published.

ID 13

Pipeline Name new-edge-inline-replacement

Pipeline Version 00921571-3db7-4bf9-94dc-377aab558475

Status Published

Engine URL ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781

Pipeline URL ghcr.io/wallaroolabs/doc-samples/pipelines/new-edge-inline-replacement:00921571-3db7-4bf9-94dc-377aab558475

Helm Chart URL oci://ghcr.io/wallaroolabs/doc-samples/charts/new-edge-inline-replacement

Helm Chart Reference ghcr.io/wallaroolabs/doc-samples/charts@sha256:fe9a2d04f09723d5f09d0bc83d4b02367c91bdfc442007a9881e64b2f6eccfad

Helm Chart Version 0.0.1-00921571-3db7-4bf9-94dc-377aab558475

User Images []

Created By john.hummel@wallaroo.ai

Created At 2024-03-26 19:16:41.564433+00:00

Updated At 2024-03-26 19:16:41.564433+00:00

Replaces Publish 12, Pipeline "new-edge-replacement", Version aa29385c-dd28-49a0-8a09-7081a986180e

Docker Run Command

Edge

Command

houseprice-edge-inline-replacement-demo

docker run -v $PERSISTENT_VOLUME_DIR:/persist \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/new-edge-inline-replacement:00921571-3db7-4bf9-94dc-377aab558475\
    -e EDGE_BUNDLE=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtaW5saW5lLXJlcGxhY2VtZW50LWRlbW8KZXhwb3J0IE9QU0NFTlRFUl9IT1NUPWRvYy10ZXN0LmVkZ2Uud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvbmV3LWVkZ2UtaW5saW5lLXJlcGxhY2VtZW50OjAwOTIxNTcxLTNkYjctNGJmOS05NGRjLTM3N2FhYjU1ODQ3NQpleHBvcnQgSk9JTl9UT0tFTj1vbWl0dGVkX2Zvcl9yZXBsYWNlCmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw== \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4781

Note: Please set the PERSISTENT_VOLUME_DIR, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

Edge

Command

houseprice-edge-inline-replacement-demo

helm upgrade $HELM_INSTALL_NAME \
    oci://ghcr.io/wallaroolabs/doc-samples/charts/new-edge-inline-replacement \
    --namespace $HELM_INSTALL_NAMESPACE \
    --version 0.0.1-00921571-3db7-4bf9-94dc-377aab558475 \
    --set ociRegistry.username=$OCI_USERNAME \
    --set ociRegistry.password=$OCI_PASSWORD \
    --set edgeBundle=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtaW5saW5lLXJlcGxhY2VtZW50LWRlbW8KZXhwb3J0IE9QU0NFTlRFUl9IT1NUPWRvYy10ZXN0LmVkZ2Uud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvbmV3LWVkZ2UtaW5saW5lLXJlcGxhY2VtZW50OjAwOTIxNTcxLTNkYjctNGJmOS05NGRjLTM3N2FhYjU1ODQ3NQpleHBvcnQgSk9JTl9UT0tFTj1vbWl0dGVkX2Zvcl9yZXBsYWNlCmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==

Note: Please set the PERSISTENT_VOLUME_DIR, HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

With the edge location replacement complete with the new pipeline, we list the edges to the original pipeline and the new one to show the edge location is transferred to the new pipeline.

mainpipeline.list_edges()

(no pipelines)

new_pipeline.list_edges()

ID	Name	Tags	SPIFFE ID
4a9f77c4-c9bc-4e4b-b59e-b232b80ebce7	houseprice-edge-inline-replacement-demo	[]	wallaroo.ai/ns/deployments/edge/4a9f77c4-c9bc-4e4b-b59e-b232b80ebce7

Edge Observability

Edge Observability allows edge deployments of Wallaroo Server to transmit inference results back to the Wallaroo Ops center and become part of the pipeline’s logs. This is valuable for data scientists and MLOps engineers to retrieve edge deployment logs for use in model observability, drift, and other use cases.

Before starting, the Edge Observability Service must be enabled in the Wallaroo Ops center. See the Edge Deployment Registry Guide for details on enabling the Wallaroo Edge Deployment service.

Wallaroo Server edge observability is enabled when a new edge location is added to the pipeline publish. Each location has its own EDGE_BUNDLE settings, a Base64 encoded set of instructions informing the edge deployed Wallaroo Server on how to communicate with Wallaroo Ops center.

Add Edge

Wallaroo Servers edge deployments are added to a Wallaroo pipeline’s publish with the wallaroo.pipeline_publish.add_edge(name: string, tags: List[string]) method. The name is the unique primary key for each edge added to the pipeline publish and must be unique.

Add Edge Parameters

wallaroo.pipeline_publish.add_edge(name: string, tags: List[string]) has the following parameters.

Field	Type	Description
`name`	String (Required)	The name of the edge location. This must be a unique value across all edges in the Wallaroo instance.
`tags`	List[String] (Optional)	A list of optional tags.

Add Edge Returns

Add Edge Returns with Display

The following publish fields are displayed with the method IPython.display.

Field	Type	Description
`ID`	Integer	The numerical ID of the publish.
`Pipeline Name`	String	The pipeline the publish was generated from.
`Pipeline Version`	String	The pipeline version the publish was generated from, in UUID format.
`Status`	String	The status of the publish. Values include: PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded. Published: The pipeline is published and ready for use.
`Workspace Id`	Integer	The numerical id of the workspace the publish is associated with.
`Workspace Name`	String	The name of the workspace the publish is associated with.
`Edges`	List[String]	A list of edges associated with this publish. If no edges exist, this field will be empty.
`Engine URL`	String	The OCI Registry URL for the inference engine.
`Pipeline URL`	String	The OCI Registry URL of the containerized pipeline.
`Helm Chart URL`	String	The OCI Registry URL of the Helm chart.
`Helm Chart Reference`	String	The OCI Registry URL of the Helm Chart reference.
`Helm Chart Version`	String	The Helm Chart Version.
`Engine Config`	Dict	The details of the `wallaroo.engine_config` used for the publish. Unless specified, it will use the same engine config for the pipeline, which inherits its `arch` and `accel` settings from the model upon upload. See Wallaroo SDK Essentials Guide: Model Uploads and Registrations for more details.
`User Images`	List	Any user images used with the deployment.
`Created By`	String	The user name, typically the email address, of the user that created the publish.
`Created At`	DateTime	The DateTime of the publish was created.
`Updated At`	DateTime	The DateTime of the publish was updated.
`Replaces`	List	A list of the publishes that were replaced by this one with the following attributes. Note that each `variable` represents the value displayed: Publish `id`: The replaced publish id. Pipeline `pipeline_name`: The name of the replaced pipeline. Version `pipeline_version`: The pipeline version replace. Pipeline versions are displayed in UUID format.
`Docker Run Command`	String	The Docker Run commands for the publish. The following variables must be set before executing the command. `PERSISTENT_VOLUME_DIR`: The location for the persistent volume used by the edge location to store session information, logs, etc. `EDGE_PORT`: The external port used to connect to the edge endpoints. `OCI_USERNAME`: The username for the OCI registry containing the publish. `OCI_PASSWORD`: The password for the user used to authenticate to the OCI registry containing the publish. Additional options are detailed in the DevOps - Pipeline Edge Deployment
`Podman Run Command`	String	The Podman run commands for each edge location for the publish. The following variables must be set before executing the command. `PERSISTENT_VOLUME_DIR`: The location for the persistent volume used by the edge location to store session information, logs, etc. `EDGE_PORT`: The external port used to connect to the edge endpoints. `OCI_USERNAME`: The username for the OCI registry containing the publish. `OCI_PASSWORD`: The password for the user used to authenticate to the OCI registry containing the publish. Additional options are detailed in the DevOps - Pipeline Edge Deployment
`Helm Install Command`	String	The Helm Install or Upgrade commands for each location or replaced locations for the pipeline. For replaced publishes, the `helm upgrade` command is shown for performing in-line model updates. The following variables must be set before executing the command. `OCI_USERNAME`: The username for the OCI registry containing the publish. `OCI_PASSWORD`: The password for the user used to authenticate to the OCI registry containing the publish. `HELM_INSTALL_NAME`: The name of the Helm deployment installation. `HELM_INSTALL_NAMESPACE`: The Kubernetes namespace the Helm based edge deployment is installed in.

Add Edge Returns Fields

The following fields are available from the PipelinePublish object.

Field	Type	Description
`id`	Integer	Numerical Wallaroo id of the published pipeline.
`pipeline_name`	String	The name of the pipeline the publish is generated from.
`pipeline_version_id`	Integer	Numerical Wallaroo id of the pipeline version published.
`status`	String	The status of the pipeline publication. Values include: PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded. Published: The pipeline is published and ready for use.
`engine_url`	String	The URL of the published pipeline engine in the edge registry.
`pipeline_url`	String	The URL of the published pipeline in the edge registry.
`pipeline_version_name`	String	The pipeline version in UUID format.
`helm`	Dict	The details used for a `helm` based deployment of the with the following attributes: `reference`: The OCI URL of the Helm reference. `values`: Any additional values. `chart`: The Helm chart for the edge deployment. `version`: The Helm version to specify which published pipeline Helm version to use.
`additional_properties`	Dict	Any additional properties for the publish.
`docker_run_variables`	The Docker Run variables used for Docker based deployments. This includes: `PIPELINE_URL`: The OCI registry URL of the containerized pipeline. `EDGE_BUNDLE`: The Edge Bundle for edge locations.
`list_edges()`	wallaroo.edge.EdgeList	A List of `wallaroo.edge.Edge` associated with the publish.
`engine_url`	String	The URL for the inference engine used for the edge deployment.
`user_images`	List	A List of custom images used for the edge deployment.
`created_by`	String	The unique identifier of the user ID that created the publish in UUID format.
`error`	String	Any errors associated with the publish.
`engine_config`	`wallaroo.deployment_config.DeploymentConfig`	The pipeline configuration included with the published pipeline.
`created_at`	DateTime	When the published pipeline was created.
`updated_at`	DateTime	When the published pipeline was updated.
`created_on_version`	String	The version of Wallaroo the publish was generated from.
`replaces`	List(Integer)	List of other publishes that were replaced by this one.

Add Edge Example

The following example demonstrates creating a publish from a pipeline, then adding a new edge to the publish.

# create publish
pub = mainpipeline.publish()
pub

Waiting for pipeline publish... It may take up to 600 sec.
.... Published.lishing.

ID 1

Pipeline Name assay-demonstration-tutorial

Pipeline Version 1ff19772-f41f-42fb-b0d1-f82130bf5801

Status Published

Workspace Id 12

Workspace Name run-anywhere-assay-demonstration-tutorial

Edges

Engine URL ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Pipeline URL ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801

Helm Chart URL oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial

Helm Chart Reference ghcr.io/wallaroolabs/doc-samples/charts@sha256:353f286f0d39dd751e09aa815609a9edbbf3357d31f7e779fa18d5f97c28986c

Helm Chart Version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801

User Images []

Created By john.hansarick@wallaroo.ai

Created At 2025-07-15 17:03:13.754534+00:00

Updated At 2025-07-15 17:03:13.754534+00:00

Replaces

Docker Run Command

docker run \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Podman Run Command

podman run \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

helm install --atomic $HELM_INSTALL_NAME \
    oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial \
    --namespace $HELM_INSTALL_NAMESPACE \
    --version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    --set ociRegistry.username=$OCI_USERNAME \
    --set ociRegistry.password=$OCI_PASSWORD

Note: Please set the HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

# create edge
edge_name_01 = "houseprice-edge-demonstration-01"
edge_publish_01 = pub.add_edge(edge_name_01)
display(edge_publish_01)

ID 1

Pipeline Name assay-demonstration-tutorial

Pipeline Version 1ff19772-f41f-42fb-b0d1-f82130bf5801

Status Published

Workspace Id 12

Workspace Name run-anywhere-assay-demonstration-tutorial

Edges houseprice-edge-demonstration-01

Engine URL ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Pipeline URL ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801

Helm Chart URL oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial

Helm Chart Reference ghcr.io/wallaroolabs/doc-samples/charts@sha256:353f286f0d39dd751e09aa815609a9edbbf3357d31f7e779fa18d5f97c28986c

Helm Chart Version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801

User Images []

Created By john.hansarick@wallaroo.ai

Created At 2025-07-15 17:03:13.754534+00:00

Updated At 2025-07-15 17:03:13.754534+00:00

Replaces

Docker Run Command

docker run -v $PERSISTENT_VOLUME_DIR:/persist \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e EDGE_BUNDLE=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtZGVtb25zdHJhdGlvbi0wMQpleHBvcnQgT1BTQ0VOVEVSX0hPU1Q9ZG9jLXRlc3Qud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvYXNzYXktZGVtb25zdHJhdGlvbi10dXRvcmlhbDoxZmYxOTc3Mi1mNDFmLTQyZmItYjBkMS1mODIxMzBiZjU4MDEKZXhwb3J0IEpPSU5fVE9LRU49ODU3MWIzMzctNWY5ZC00MzUzLWEyZGQtNzY1ZTM1ZDFiNTI3CmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==\
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the PERSISTENT_VOLUME_DIR, EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Podman Run Command

podman run -v $PERSISTENT_VOLUME_DIR:/persist \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e EDGE_BUNDLE=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtZGVtb25zdHJhdGlvbi0wMQpleHBvcnQgT1BTQ0VOVEVSX0hPU1Q9ZG9jLXRlc3Qud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvYXNzYXktZGVtb25zdHJhdGlvbi10dXRvcmlhbDoxZmYxOTc3Mi1mNDFmLTQyZmItYjBkMS1mODIxMzBiZjU4MDEKZXhwb3J0IEpPSU5fVE9LRU49ODU3MWIzMzctNWY5ZC00MzUzLWEyZGQtNzY1ZTM1ZDFiNTI3CmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==\
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the PERSISTENT_VOLUME_DIR, EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

helm install --atomic $HELM_INSTALL_NAME \
    oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial \
    --namespace $HELM_INSTALL_NAMESPACE \
    --version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    --set ociRegistry.username=$OCI_USERNAME \
    --set ociRegistry.password=$OCI_PASSWORD \
    --set edgeBundle=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtZGVtb25zdHJhdGlvbi0wMQpleHBvcnQgT1BTQ0VOVEVSX0hPU1Q9ZG9jLXRlc3Qud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvYXNzYXktZGVtb25zdHJhdGlvbi10dXRvcmlhbDoxZmYxOTc3Mi1mNDFmLTQyZmItYjBkMS1mODIxMzBiZjU4MDEKZXhwb3J0IEpPSU5fVE9LRU49ODU3MWIzMzctNWY5ZC00MzUzLWEyZGQtNzY1ZTM1ZDFiNTI3CmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==

Note: Please set the HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

Remove Edge

Edges are removed with the wallaroo.pipeline_publish.remove_edge(name: string)

Remove Edge Parameters

wallaroo.pipeline_publish.remove_edge(name: string) has the following parameters.

Field	Type	Description
`name`	String (Required)	The name of the edge location being removed.

Remove Edge Returns

Null

Remove Edge Example

This example will add two edges to a pipeline publish, list the edges for the pipeline, then remove one of the edges.

edge_01_name = f'edge-ccfraud-observability{random_suffix}'
edge01 = pub.add_edge(edge_01_name)

edge_02_name = f'edge-ccfraud-observability-02{random_suffix}'
edge02 = pub.add_edge(edge_02_name)

pipeline.list_edges()

ID	Name	Tags	Pipeline Version	SPIFFE ID
898bb58c-77c2-4164-b6cc-f004dc39e125	edge-ccfraud-observabilityymgy	[]	6	wallaroo.ai/ns/deployments/edge/898bb58c-77c2-4164-b6cc-f004dc39e125
1f35731a-f4f6-4cd0-a23a-c4a326b73277	edge-ccfraud-observability-02ymgy	[]	6	wallaroo.ai/ns/deployments/edge/1f35731a-f4f6-4cd0-a23a-c4a326b73277

sample = pub.remove_edge(edge_02_name)
display(sample)

ID	Name	Tags	Pipeline Version	SPIFFE ID
898bb58c-77c2-4164-b6cc-f004dc39e125	edge-ccfraud-observabilityymgy	[]	6	wallaroo.ai/ns/deployments/edge/898bb58c-77c2-4164-b6cc-f004dc39e125

Edge Bundle Token TTL

When an edge is added to a pipeline publish, the field docker_run_variables contains a JSON value for edge devices to connect to the Wallaroo Ops instance. The settings are stored in the key EDGE_BUNDLE as a base64 encoded value that include the following:

BUNDLE_VERSION: The current version of the bundled Wallaroo pipeline.
EDGE_NAME: The edge name as defined when created and added to the pipeline publish.
JOIN_TOKEN_: The one time authentication token for authenticating to the Wallaroo Ops instance.
OPSCENTER_HOST: The hostname of the Wallaroo Ops edge service. See Edge Deployment Registry Guide for full details on enabling pipeline publishing and edge observability to Wallaroo.
PIPELINE_URL
WORKSPACE_ID.

For example:

{'edgeBundle': 'ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IEVER0VfTkFNRT14Z2ItY2NmcmF1ZC1lZGdlLXRlc3QKZXhwb3J0IEpPSU5fVE9LRU49MzE0OGFkYTUtMjg1YS00ZmNhLWIzYjgtYjUwYTQ4ZDc1MTFiCmV4cG9ydCBPUFNDRU5URVJfSE9TVD1kb2MtdGVzdC5lZGdlLndhbGxhcm9vY29tbXVuaXR5Lm5pbmphCmV4cG9ydCBQSVBFTElORV9VUkw9Z2hjci5pby93YWxsYXJvb2xhYnMvZG9jLXNhbXBsZXMvcGlwZWxpbmVzL2VkZ2UtcGlwZWxpbmU6ZjM4OGMxMDktOGQ1Ny00ZWQyLTk4MDYtYWExM2Y4NTQ1NzZiCmV4cG9ydCBXT1JLU1BBQ0VfSUQ9NQ=='}

base64 -D
ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IEVER0VfTkFNRT14Z2ItY2NmcmF1ZC1lZGdlLXRlc3QKZXhwb3J0IEpPSU5fVE9LRU49MzE0OGFkYTUtMjg1YS00ZmNhLWIzYjgtYjUwYTQ4ZDc1MTFiCmV4cG9ydCBPUFNDRU5URVJfSE9TVD1kb2MtdGVzdC5lZGdlLndhbGxhcm9vY29tbXVuaXR5Lm5pbmphCmV4cG9ydCBQSVBFTElORV9VUkw9Z2hjci5pby93YWxsYXJvb2xhYnMvZG9jLXNhbXBsZXMvcGlwZWxpbmVzL2VkZ2UtcGlwZWxpbmU6ZjM4OGMxMDktOGQ1Ny00ZWQyLTk4MDYtYWExM2Y4NTQ1NzZiCmV4cG9ydCBXT1JLU1BBQ0VfSUQ9NQ==^D
export BUNDLE_VERSION=1
export EDGE_NAME=xgb-ccfraud-edge-test
export JOIN_TOKEN=3148ada5-285a-4fca-b3b8-b50a48d7511b
export OPSCENTER_HOST=doc-test.wallaroocommunity.ninja/edge
export PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/edge-pipeline:f388c109-8d57-4ed2-9806-aa13f854576b
export WORKSPACE_ID=5

The JOIN_TOKEN is a one time access token. Once used, a JOIN_TOKEN expires. The authentication session data is stored in persistent volumes. Persistent volumes must be specified for docker and docker compose based deployments of Wallaroo pipelines; helm based deployments automatically provide persistent volumes to store authentication credentials.

The JOIN_TOKEN has the following time to live (TTL) parameters.

Once created, the JOIN_TOKEN is valid for 24 hours. After it expires the edge will not be allowed to contact the OpsCenter the first time and a new edge bundle will have to be created.
After an Edge joins to Wallaroo Ops for the first time with persistent storage, the edge must contact the Wallaroo Ops instance at least once every 7 days.
- If this period is exceeded, the authentication credentials will expire and a new edge bundle must be created with a new and valid JOIN_TOKEN.

Wallaroo edges require unique names. To create a new edge bundle with the same name:

Use the Remove Edge to remove the edge by name.
Use Add Edge to add the edge with the same name. A new EDGE_BUNDLE is generated with a new JOIN_TOKEN.

List Edges

The following methods provide means to list edges.

List Edges from Publish

A list of edges from a pipeline publish is generated from the wallaroo.pipeline_publish.PipelinePublish.list_edges method. This method takes no parameters.

wallaroo.pipeline_publish.PipelinePublish.list_edges returns wallaroo.edge.EdgeList which is a List of wallaroo.edge.Edge.

When a publish list_edges is displayed using IPython.display, the following fields are displayed.

Field	Type	Description
`ID`	String	The edge identifier in UUID format.
`Name`	String	The edge name.
`Publish ID`	Integer	The id of the publish the edge is associated with.
`Created At`	String	The datetime the edge was created.
`Tags`	List[String]	A list of tags assigned to the edge.
`CPUs`	Float	The number of cpus set for the edge deployment.
`Memory`	String	The amount of memory in `{Amount} {Unit}` format. For example, 10 Gigabyes is `10 Gi`, etc.
`SPIFFE ID`	String	The deployment edge identifier used to for edge communications.
`Pipeline Name`	String	The name of the pipeline the edge is assigned to.
`Pipeline Version`	String	The pipeline version the edge was generated from.
`Workspace ID`	Integer	The numerical id of the workspace the edge is assigned to.
`Workspace Name`	String	The name of the workspace the edge is assigned to.

The following demonstrates:

Displaying a lists the edges from a publish.
Displaying a specific edge from the list of edges acquired from the publish.

publish = pipeline.publishes()[1]
publish.list_edges()

ID	Name	Publish ID	Created At	Tags	CPUs	Memory	SPIFFE ID	Pipeline Name	Pipeline Version	Workspace ID	Workspace Name
86990030-680b-4c40-9a79-9b3769ebdd50	houseprice-edge-demonstration-01	1	2025-07-15 17:03:34.182697+00:00	[]	4.0	3Gi	wallaroo.ai/ns/deployments/edge/86990030-680b-4c40-9a79-9b3769ebdd50	assay-demonstration-tutorial	1ff19772-f41f-42fb-b0d1-f82130bf5801	12	run-anywhere-assay-demonstration-tutorial
f51dc49d-baa9-451e-a93d-424dc7caec8d	houseprice-edge-demonstration-02	1	2025-07-15 17:03:34.321038+00:00	[]	4.0	3Gi	wallaroo.ai/ns/deployments/edge/f51dc49d-baa9-451e-a93d-424dc7caec8d	assay-demonstration-tutorial	1ff19772-f41f-42fb-b0d1-f82130bf5801	12	run-anywhere-assay-demonstration-tutorial

pipeline.publishes()[1].list_edges()[0]

ID 1

Pipeline Name assay-demonstration-tutorial

Pipeline Version 1ff19772-f41f-42fb-b0d1-f82130bf5801

Status Published

Workspace Id 12

Workspace Name run-anywhere-assay-demonstration-tutorial

Edges houseprice-edge-demonstration-01

Engine URL ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Pipeline URL ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801

Helm Chart URL oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial

Helm Chart Reference ghcr.io/wallaroolabs/doc-samples/charts@sha256:353f286f0d39dd751e09aa815609a9edbbf3357d31f7e779fa18d5f97c28986c

Helm Chart Version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801

User Images []

Created By john.hansarick@wallaroo.ai

Created At 2025-07-15 17:03:13.754534+00:00

Updated At 2025-07-15 17:03:13.754534+00:00

Replaces

Docker Run Command

docker run -v $PERSISTENT_VOLUME_DIR:/persist \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e EDGE_BUNDLE=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtZGVtb25zdHJhdGlvbi0wMQpleHBvcnQgT1BTQ0VOVEVSX0hPU1Q9ZG9jLXRlc3Qud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvYXNzYXktZGVtb25zdHJhdGlvbi10dXRvcmlhbDoxZmYxOTc3Mi1mNDFmLTQyZmItYjBkMS1mODIxMzBiZjU4MDEKZXhwb3J0IEpPSU5fVE9LRU49ODU3MWIzMzctNWY5ZC00MzUzLWEyZGQtNzY1ZTM1ZDFiNTI3CmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==\
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the PERSISTENT_VOLUME_DIR, EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Podman Run Command

podman run -v $PERSISTENT_VOLUME_DIR:/persist \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e EDGE_BUNDLE=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtZGVtb25zdHJhdGlvbi0wMQpleHBvcnQgT1BTQ0VOVEVSX0hPU1Q9ZG9jLXRlc3Qud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvYXNzYXktZGVtb25zdHJhdGlvbi10dXRvcmlhbDoxZmYxOTc3Mi1mNDFmLTQyZmItYjBkMS1mODIxMzBiZjU4MDEKZXhwb3J0IEpPSU5fVE9LRU49ODU3MWIzMzctNWY5ZC00MzUzLWEyZGQtNzY1ZTM1ZDFiNTI3CmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==\
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/assay-demonstration-tutorial:1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    -e CONFIG_CPUS=4 --cpus=4.0 --memory=3g \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2025.1.0-6250

Note: Please set the PERSISTENT_VOLUME_DIR, EDGE_PORT, OCI_USERNAME, and OCI_PASSWORD environment variables.

Helm Install Command

helm install --atomic $HELM_INSTALL_NAME \
    oci://ghcr.io/wallaroolabs/doc-samples/charts/assay-demonstration-tutorial \
    --namespace $HELM_INSTALL_NAMESPACE \
    --version 0.0.1-1ff19772-f41f-42fb-b0d1-f82130bf5801 \
    --set ociRegistry.username=$OCI_USERNAME \
    --set ociRegistry.password=$OCI_PASSWORD \
    --set edgeBundle=ZXhwb3J0IEJVTkRMRV9WRVJTSU9OPTEKZXhwb3J0IENPTkZJR19DUFVTPTQKZXhwb3J0IEVER0VfTkFNRT1ob3VzZXByaWNlLWVkZ2UtZGVtb25zdHJhdGlvbi0wMQpleHBvcnQgT1BTQ0VOVEVSX0hPU1Q9ZG9jLXRlc3Qud2FsbGFyb29jb21tdW5pdHkubmluamEKZXhwb3J0IFBJUEVMSU5FX1VSTD1naGNyLmlvL3dhbGxhcm9vbGFicy9kb2Mtc2FtcGxlcy9waXBlbGluZXMvYXNzYXktZGVtb25zdHJhdGlvbi10dXRvcmlhbDoxZmYxOTc3Mi1mNDFmLTQyZmItYjBkMS1mODIxMzBiZjU4MDEKZXhwb3J0IEpPSU5fVE9LRU49ODU3MWIzMzctNWY5ZC00MzUzLWEyZGQtNzY1ZTM1ZDFiNTI3CmV4cG9ydCBPQ0lfUkVHSVNUUlk9Z2hjci5pbw==

Note: Please set the HELM_INSTALL_NAME, HELM_INSTALL_NAMESPACE, OCI_USERNAME, and OCI_PASSWORD environment variables.

List Edges from Pipelines**

The method wallaroo.pipeline.list_edges() displays any edges added to a pipeline’s publishes and takes no parameters.

wallaroo.pipeline.list_edges() returns wallaroo.pipeline_publish.PipelinePublishList, as a List of wallaroo.pipeline_publish.PipelinePublish

When the pipeline list_edges() is displayed using IPython.display, the following fields are displayed.

Field	Type	Description
`ID`	String	The identifier of the edge in UUID format.
`Name`	String	The assigned name for the edge. Edge names are used as the primary key.
`Publish ID`	Integer	The numerical identifier for the publish the edge is assigned to.
`Created At`	DateTime	The date and time the edge was created.
`Tags`	List[String]	A list of tags assigned to the edge.
`Cpus`	Float	The number of cpus assigned as part of the deployment configuration.
`Memory`	String	The memory assigned as part of the deployment configuration in Kubernetes memory format.
`SPIFFE ID`	String	The deployment edge identifier used to for edge communications.

The following demonstrates:

Displaying a list of all edges from a pipeline.
Displaying a specific edge from the acquired list.

display(pipeline.list_edges())

ID	Name	Publish ID	Created At	Tags	CPUs	Memory	SPIFFE ID
f3410c94-e50a-4153-8ec6-81bb7b5cfe4e	edge-replacement-demo-pk-edge-1	3	2025-02-10T17:36:27.49131+00:00	[]	4.0	3Gi	wallaroo.ai/ns/deployments/edge/f3410c94-e50a-4153-8ec6-81bb7b5cfe4e

display(pipeline.list_edges()[0])

Key	Value
ID	f3410c94-e50a-4153-8ec6-81bb7b5cfe4e
Name	edge-replacement-demo-pk-edge-1
Tags	[]
CPUs	4.0
Memory	3Gi
SPIFFE ID	wallaroo.ai/ns/deployments/edge/f3410c94-e50a-4153-8ec6-81bb7b5cfe4e
Publish Id	3