MlflowTrackingServer class

Provides a SageMaker AI MLFlow Tracking Server resource.

Example Usage

Cognito Usage

import * as pulumi from "@pulumi/pulumi";
import * as aws from "@pulumi/aws";

const example = new aws.sagemaker.MlflowTrackingServer("example", {
    trackingServerName: "example",
    roleArn: exampleAwsIamRole.arn,
    artifactStoreUri: `s3://${exampleAwsS3Bucket.bucket}/path`,
});
import pulumi
import pulumi_aws as aws

example = aws.sagemaker.MlflowTrackingServer("example",
    tracking_server_name="example",
    role_arn=example_aws_iam_role["arn"],
    artifact_store_uri=f"s3://{example_aws_s3_bucket['bucket']}/path")
using System.Collections.Generic;
using System.Linq;
using Pulumi;
using Aws = Pulumi.Aws;

return await Deployment.RunAsync(() =>
{
    var example = new Aws.Sagemaker.MlflowTrackingServer("example", new()
    {
        TrackingServerName = "example",
        RoleArn = exampleAwsIamRole.Arn,
        ArtifactStoreUri = $"s3://{exampleAwsS3Bucket.Bucket}/path",
    });

});
package main

import (
	"github.com/pulumi/pulumi-aws/sdk/v7/go/aws/sagemaker"
	"github.com/pulumi/pulumi/sdk/v3/go/pulumi"
)

func main() {
	pulumi.Run(func(ctx *pulumi.Context) error {
		_, err := sagemaker.NewMlflowTrackingServer(ctx, "example", &sagemaker.MlflowTrackingServerArgs{
			TrackingServerName: pulumi.String("example"),
			RoleArn:            pulumi.Any(exampleAwsIamRole.Arn),
			ArtifactStoreUri:   pulumi.Sprintf("s3://%v/path", exampleAwsS3Bucket.Bucket),
		})
		if err != nil {
			return err
		}
		return nil
	})
}
pulumi {
  required_providers {
    aws = {
      source = "pulumi/aws"
    }
  }
}

resource "aws_sagemaker_mlflowtrackingserver" "example" {
  tracking_server_name = "example"
  role_arn             = exampleAwsIamRole.arn
  artifact_store_uri   ="s3://${exampleAwsS3Bucket.bucket}/path"
}
package generated_program;

import com.pulumi.Context;
import com.pulumi.Pulumi;
import com.pulumi.core.Output;
import com.pulumi.aws.sagemaker.MlflowTrackingServer;
import com.pulumi.aws.sagemaker.MlflowTrackingServerArgs;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Map;
import java.io.File;
import java.nio.file.Files;
import java.nio.file.Paths;

public class App {
    public static void main(String[] args) {
        Pulumi.run(App::stack);
    }

    public static void stack(Context ctx) {
        var example = new MlflowTrackingServer("example", MlflowTrackingServerArgs.builder()
            .trackingServerName("example")
            .roleArn(exampleAwsIamRole.arn())
            .artifactStoreUri(String.format("s3://%s/path", exampleAwsS3Bucket.bucket()))
            .build());

    }
}
resources:
  example:
    type: aws:sagemaker:MlflowTrackingServer
    properties:
      trackingServerName: example
      roleArn: ${exampleAwsIamRole.arn}
      artifactStoreUri: s3://${exampleAwsS3Bucket.bucket}/path

Import

Using pulumi import, import SageMaker AI MLFlow Tracking Servers using the workteamName. For example:

$ pulumi import aws:sagemaker/mlflowTrackingServer:MlflowTrackingServer example example

Constructors

MlflowTrackingServer(String name, {MlflowTrackingServerArgs? args, CustomResourceOptions? options})
Creates a new MlflowTrackingServer. name The Pulumi resource name. args Arguments used to configure this MlflowTrackingServer. The set of arguments for MlflowTrackingServer. options Resource options controlling this resource's behavior.
MlflowTrackingServer.reference(String urn)
Creates a typed reference to an existing MlflowTrackingServer resource.

Properties

arn ↔ Output<String>
ARN assigned by AWS to this MLFlow Tracking Server.
latefinal
artifactStoreUri ↔ Output<String>
The S3 URI for a general purpose bucket to use as the MLflow Tracking Server artifact store.
latefinal
automaticModelRegistration ↔ Output<bool?>
Whether to enable or disable automatic registration of new MLflow models to the SageMaker Model Registry. Defaults to false.
latefinal
childResources Set<Resource>
finalinherited
completionSources Map<String, IOutputCompletionSource>
latefinalinherited
hashCode int
The hash code for this object.
no setterinherited
id ↔ Output<String>
getter/setter pairinherited
isCustom bool
Returns whether this resource is provider-managed.
no setterinherited
isProtected bool
Returns whether this resource is protected from deletion.
no setterinherited
isRemote bool
Whether this resource is registered as remote.
no setterinherited
isResourceReference bool
Whether this instance represents a resource value returned over RPC.
finalinherited
mlflowVersion ↔ Output<String>
The version of MLflow that the tracking server uses. To see which MLflow versions are available to use, see How it works.
latefinal
region ↔ Output<String>
Region where this resource will be managed. Defaults to the Region set in the provider configuration.
latefinal
resourceTransforms List<ResourceTransform>
Inherited/explicit async transforms.
no setterinherited
roleArn ↔ Output<String>
ARN for an IAM role in your account that the MLflow Tracking Server uses to access the artifact store in Amazon S3. The role should have AmazonS3FullAccess permissions. For more information on IAM permissions for tracking server creation, see Set up IAM permissions for MLflow.
latefinal
runtimeType Type
A representation of the runtime type of the object.
no setterinherited
tags ↔ Output<Map<String, String>?>
A map of tags to assign to the resource. If configured with a provider defaultTags configuration block present, tags with matching keys will overwrite those defined at the provider-level.
latefinal
tagsAll ↔ Output<Map<String, String>>
A map of tags assigned to the resource, including those inherited from the provider defaultTags configuration block.
latefinal
trackingServerName ↔ Output<String>
A unique string identifying the tracking server name. This string is part of the tracking server ARN.
latefinal
trackingServerSize ↔ Output<String?>
The size of the tracking server you want to create. You can choose between "Small", "Medium", and "Large". The default MLflow Tracking Server configuration size is "Small". You can choose a size depending on the projected use of the tracking server such as the volume of data logged, number of users, and frequency of use.
latefinal
trackingServerUrl ↔ Output<String>
The URL to connect to the MLflow user interface for the described tracking server.
latefinal
transformations List<ResourceTransformation>
Inherited/explicit legacy transformations.
no setterinherited
urn ↔ Output<String>
latefinalinherited
weeklyMaintenanceWindowStart ↔ Output<String>
The day and time of the week in Coordinated Universal Time (UTC) 24-hour standard time that weekly maintenance updates are scheduled. For example: TUE:03:30.
latefinal

Methods

failId(Object error) → void
Completes this resource ID with an error when registration fails.
inherited
failOutputs(Object error) → void
Completes all output properties with error.
inherited
failUrn(Object error) → void
Completes this resource URN with an error when registration fails.
inherited
getProvider(String moduleMember) → ProviderResource?
Returns provider for moduleMember's package, if configured.
inherited
getResourceName() String
Returns this resource's logical name.
inherited
getResourceType() String
Returns this resource's Pulumi type token.
inherited
noSuchMethod(Invocation invocation) → dynamic
Invoked when a nonexistent method or property is accessed.
inherited
registerOutput<T>(String propertyName, {Object? decoder(Object?)?, bool isSecret = false}) → Output<T>
Registers a dynamic output property for this resource.
inherited
resolveId(String? value, {required bool isKnown}) → void
Resolves the provider-assigned ID for this resource.
inherited
resolveOutputs(Struct outputs) → void
Resolves all output properties from a monitor response payload.
inherited
resolveUrn(String value) → void
Resolves this resource's URN once assigned by the engine.
inherited
serializeProperties(Map<String, dynamic> properties) Future<Struct>
Serializes resource properties for RPC transmission.
inherited
toString() String
A string representation of this object.
inherited

Operators

operator ==(Object other) bool
The equality operator.
inherited

Static Methods

get(String name, Input<String> id, {MlflowTrackingServerState? state, CustomResourceOptions? options}) MlflowTrackingServer
Gets an existing MlflowTrackingServer resource's state with the given name and id.