prefect_gcp.workers.cloud_run
Module containing the Cloud Run worker used for executing flow runs as Cloud Run jobs.
Get started by creating a Cloud Run work pool:
prefect work-pool create 'my-cloud-run-pool' --type cloud-run
Then start a Cloud Run worker with the following command:
prefect worker start --pool 'my-cloud-run-pool'
Configuration
Read more about configuring work pools here.
Advanced Configuration
Using a custom Cloud Run job template
Below is the default job body template used by the Cloud Run Worker:
{
"apiVersion": "run.googleapis.com/v1",
"kind": "Job",
"metadata":
{
"name": "{{ name }}",
"annotations":
{
"run.googleapis.com/launch-stage": "BETA",
}
},
"spec":
{
"template":
{
"spec":
{
"template":
{
"spec":
{
"containers":
[
{
"image": "{{ image }}",
"args": "{{ args }}",
"resources":
{
"limits":
{
"cpu": "{{ cpu }}",
"memory": "{{ memory }}"
},
"requests":
{
"cpu": "{{ cpu }}",
"memory": "{{ memory }}"
}
}
}
],
"timeoutSeconds": "{{ timeout }}",
"serviceAccountName": "{{ service_account_name }}"
}
}
}
}
},
"metadata":
{
"annotations":
{
"run.googleapis.com/vpc-access-connector": "{{ vpc_connector_name }}"
}
}
},
},
"timeout": "{{ timeout }}",
"keep_job": "{{ keep_job }}"
}
{{ }}
is a placeholder that will be replaced with
a value at runtime on a per-deployment basis. The values that can be used a
placeholders are defined by the variables
schema defined in the base job template.
The default job body template and available variables can be customized on a work pool by work pool basis. By editing the default job body template you can:
- Add additional placeholders to the default job template
- Remove placeholders from the default job template
- Pass values to Cloud Run that are not defined in the
variables
schema
Adding additional placeholders
For example, to allow for extra customization of a new annotation not described in the default job template, you can add the following:
{
"apiVersion": "run.googleapis.com/v1",
"kind": "Job",
"metadata":
{
"name": "{{ name }}",
"annotations":
{
"run.googleapis.com/my-custom-annotation": "{{ my_custom_annotation }}",
"run.googleapis.com/launch-stage": "BETA",
},
...
},
...
}
my_custom_annotation
can now be used as a placeholder in the job template and set
on a per-deployment basis.
# deployment.yaml
...
infra_overrides: {"my_custom_annotation": "my-custom-value"}
Additionally, fields can be set to prevent configuration at the deployment
level. For example to configure the vpc_connector_name
field, the placeholder can
be removed and replaced with an actual value. Now all deployments that point to this
work pool will use the same vpc_connector_name
value.
{
"apiVersion": "run.googleapis.com/v1",
"kind": "Job",
"spec":
{
"template":
{
"metadata":
{
"annotations":
{
"run.googleapis.com/vpc-access-connector": "my-vpc-connector"
}
},
...
},
...
}
}
Classes
CloudRunWorker
Bases: BaseWorker
Prefect worker that executes flow runs within Cloud Run Jobs.
Source code in prefect_gcp/workers/cloud_run.py
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Functions
kill_infrastructure
async
Stops a job for a cancelled flow run based on the provided infrastructure PID and run configuration.
Source code in prefect_gcp/workers/cloud_run.py
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run
async
Executes a flow run within a Cloud Run Job and waits for the flow run to complete.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
flow_run |
FlowRun
|
The flow run to execute |
required |
configuration |
CloudRunWorkerJobConfiguration
|
The configuration to use when executing the flow run. |
required |
task_status |
Optional[TaskStatus]
|
The task status object for the current flow run. If provided, the task will be marked as started. |
None
|
Returns:
Name | Type | Description |
---|---|---|
CloudRunWorkerResult |
CloudRunWorkerResult
|
A result object containing information about the final state of the flow run |
Source code in prefect_gcp/workers/cloud_run.py
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CloudRunWorkerJobConfiguration
Bases: BaseJobConfiguration
Configuration class used by the Cloud Run Worker to create a Cloud Run Job.
An instance of this class is passed to the Cloud Run worker's run
method
for each flow run. It contains all information necessary to execute
the flow run as a Cloud Run Job.
Attributes:
Name | Type | Description |
---|---|---|
region |
str
|
The region where the Cloud Run Job resides. |
credentials |
Optional[GcpCredentials]
|
The GCP Credentials used to connect to Cloud Run. |
job_body |
Dict[str, Any]
|
The job body used to create the Cloud Run Job. |
timeout |
Optional[int]
|
The length of time that Prefect will wait for a Cloud Run Job. |
keep_job |
Optional[bool]
|
Whether to delete the Cloud Run Job after it completes. |
Source code in prefect_gcp/workers/cloud_run.py
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Attributes
job_name: str
property
property for accessing the name from the job metadata.
project: str
property
property for accessing the project from the credentials.
Functions
prepare_for_flow_run
Prepares the job configuration for a flow run.
Ensures that necessary values are present in the job body and that the job body is valid.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
flow_run |
FlowRun
|
The flow run to prepare the job configuration for |
required |
deployment |
Optional[DeploymentResponse]
|
The deployment associated with the flow run used for preparation. |
None
|
flow |
Optional[Flow]
|
The flow associated with the flow run used for preparation. |
None
|
Source code in prefect_gcp/workers/cloud_run.py
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CloudRunWorkerResult
Bases: BaseWorkerResult
Contains information about the final state of a completed process
Source code in prefect_gcp/workers/cloud_run.py
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CloudRunWorkerVariables
Bases: BaseVariables
Default variables for the Cloud Run worker.
The schema for this class is used to populate the variables
section of the default
base job template.
Source code in prefect_gcp/workers/cloud_run.py
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