public sealed class AutomaticResources : IMessage<AutomaticResources>, IEquatable<AutomaticResources>, IDeepCloneable<AutomaticResources>, IBufferMessage, IMessage
Reference documentation and code samples for the Vertex AI v1beta1 API class AutomaticResources.
A description of resources that to large degree are decided by Vertex AI,
and require only a modest additional configuration.
Each Model supporting these resources documents its specific guidelines.
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, a no upper bound
for scaling under heavy traffic will be assume, though Vertex AI may be
unable to scale beyond certain replica number.
Immutable. The minimum number of replicas that will be always deployed on.
If traffic against it increases, it may dynamically be deployed onto more
replicas up to
[max_replica_count][google.cloud.aiplatform.v1beta1.AutomaticResources.max_replica_count],
and as traffic decreases, some of these extra replicas may be freed. If the
requested value is too large, the deployment will error.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-08-14 UTC."],[[["\u003cp\u003e\u003ccode\u003eAutomaticResources\u003c/code\u003e is a Vertex AI v1beta1 API class that describes resources largely managed by Vertex AI, requiring minimal user configuration, with specific guidelines for each supporting model.\u003c/p\u003e\n"],["\u003cp\u003eThe class implements several interfaces, including \u003ccode\u003eIMessage\u003c/code\u003e, \u003ccode\u003eIEquatable\u003c/code\u003e, \u003ccode\u003eIDeepCloneable\u003c/code\u003e, and \u003ccode\u003eIBufferMessage\u003c/code\u003e, enabling it to be used with various .NET functionalities.\u003c/p\u003e\n"],["\u003cp\u003eIt has two constructors: a default constructor and one that accepts another \u003ccode\u003eAutomaticResources\u003c/code\u003e object for creating copies.\u003c/p\u003e\n"],["\u003cp\u003e\u003ccode\u003eMaxReplicaCount\u003c/code\u003e and \u003ccode\u003eMinReplicaCount\u003c/code\u003e properties define the upper and lower bounds for the number of replicas for a deployed model, allowing for dynamic scaling based on traffic.\u003c/p\u003e\n"],["\u003cp\u003eThe \u003ccode\u003eAutomaticResources\u003c/code\u003e class is part of the \u003ccode\u003eGoogle.Cloud.AIPlatform.V1Beta1\u003c/code\u003e namespace and is contained within the \u003ccode\u003eGoogle.Cloud.AIPlatform.V1Beta1.dll\u003c/code\u003e assembly.\u003c/p\u003e\n"]]],[],null,[]]
