GoogleCloudAiplatformV1DedicatedResources
import type { GoogleCloudAiplatformV1DedicatedResources } from "https://googleapis.deno.dev/v1/aiplatform:v1.ts";
A description of resources that are dedicated to a DeployedModel or DeployedIndex, and that need a higher degree of manual configuration.
§Properties
Immutable. The metric specifications that overrides a resource utilization
metric (CPU utilization, accelerator's duty cycle, and so on) target value
(default to 60 if not set). At most one entry is allowed per metric. If
machine_spec.accelerator_count is above 0, the autoscaling will be based on
both CPU utilization and accelerator's duty cycle metrics and scale up when
either metrics exceeds its target value while scale down if both metrics
are under their target value. The default target value is 60 for both
metrics. If machine_spec.accelerator_count is 0, the autoscaling will be
based on CPU utilization metric only with default target value 60 if not
explicitly set. For example, in the case of Online Prediction, if you want
to override target CPU utilization to 80, you should set
autoscaling_metric_specs.metric_name to
aiplatform.googleapis.com/prediction/online/cpu/utilization
and
autoscaling_metric_specs.target to 80
.
Required. Immutable. The specification of a single machine being used.
Immutable. The maximum number of replicas that may be deployed on when the traffic against it increases. If the requested value is too large, the deployment will error, but if deployment succeeds then the ability to scale to that many replicas is guaranteed (barring service outages). If traffic increases beyond what its replicas at maximum may handle, a portion of the traffic will be dropped. If this value is not provided, will use min_replica_count as the default value. The value of this field impacts the charge against Vertex CPU and GPU quotas. Specifically, you will be charged for (max_replica_count * number of cores in the selected machine type) and (max_replica_count * number of GPUs per replica in the selected machine type).
Required. Immutable. The minimum number of machine replicas that will be always deployed on. This value must be greater than or equal to 1. If traffic increases, it may dynamically be deployed onto more replicas, and as traffic decreases, some of these extra replicas may be freed.
Optional. Number of required available replicas for the deployment to succeed. This field is only needed when partial deployment/mutation is desired. If set, the deploy/mutate operation will succeed once available_replica_count reaches required_replica_count, and the rest of the replicas will be retried. If not set, the default required_replica_count will be min_replica_count.