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.
nameThe Pulumi resource name.argsArguments used to configure this MlflowTrackingServer. The set of arguments for MlflowTrackingServer.optionsResource 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
-
A map of tags to assign to the resource. If configured with a provider
defaultTagsconfiguration block present, tags with matching keys will overwrite those defined at the provider-level.latefinal -
A map of tags assigned to the resource, including those inherited from the provider
defaultTagsconfiguration 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
nameandid.