EngineModel class
> Warning: This resource is deprecated at the API level and will be removed in a future version of Terraform.
Represents a machine learning solution.
A model can have multiple versions, each of which is a deployed, trained model ready to receive prediction requests. The model itself is just a container.
To get more information about Model, see:
- API documentation
- How-to Guides
- Official Documentation
Example Usage
Ml Model Basic
import * as pulumi from "@pulumi/pulumi";
import * as gcp from "@pulumi/gcp";
const _default = new gcp.ml.EngineModel("default", {
name: "default",
description: "My model",
regions: "us-central1",
});
import pulumi
import pulumi_gcp as gcp
default = gcp.ml.EngineModel("default",
name="default",
description="My model",
regions="us-central1")
using System.Collections.Generic;
using System.Linq;
using Pulumi;
using Gcp = Pulumi.Gcp;
return await Deployment.RunAsync(() =>
{
var @default = new Gcp.ML.EngineModel("default", new()
{
Name = "default",
Description = "My model",
Regions = "us-central1",
});
});
package main
import (
"github.com/pulumi/pulumi-gcp/sdk/v9/go/gcp/ml"
"github.com/pulumi/pulumi/sdk/v3/go/pulumi"
)
func main() {
pulumi.Run(func(ctx *pulumi.Context) error {
_, err := ml.NewEngineModel(ctx, "default", &ml.EngineModelArgs{
Name: pulumi.String("default"),
Description: pulumi.String("My model"),
Regions: pulumi.String("us-central1"),
})
if err != nil {
return err
}
return nil
})
}
pulumi {
required_providers {
gcp = {
source = "pulumi/gcp"
}
}
}
resource "gcp_ml_enginemodel" "default" {
name = "default"
description = "My model"
regions = "us-central1"
}
package generated_program;
import com.pulumi.Context;
import com.pulumi.Pulumi;
import com.pulumi.core.Output;
import com.pulumi.gcp.ml.EngineModel;
import com.pulumi.gcp.ml.EngineModelArgs;
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 default_ = new EngineModel("default", EngineModelArgs.builder()
.name("default")
.description("My model")
.regions("us-central1")
.build());
}
}
resources:
default:
type: gcp:ml:EngineModel
properties:
name: default
description: My model
regions: us-central1
Ml Model Full
import * as pulumi from "@pulumi/pulumi";
import * as gcp from "@pulumi/gcp";
const _default = new gcp.ml.EngineModel("default", {
name: "default",
description: "My model",
regions: "us-central1",
labels: {
my_model: "foo",
},
onlinePredictionLogging: true,
onlinePredictionConsoleLogging: true,
});
import pulumi
import pulumi_gcp as gcp
default = gcp.ml.EngineModel("default",
name="default",
description="My model",
regions="us-central1",
labels={
"my_model": "foo",
},
online_prediction_logging=True,
online_prediction_console_logging=True)
using System.Collections.Generic;
using System.Linq;
using Pulumi;
using Gcp = Pulumi.Gcp;
return await Deployment.RunAsync(() =>
{
var @default = new Gcp.ML.EngineModel("default", new()
{
Name = "default",
Description = "My model",
Regions = "us-central1",
Labels =
{
{ "my_model", "foo" },
},
OnlinePredictionLogging = true,
OnlinePredictionConsoleLogging = true,
});
});
package main
import (
"github.com/pulumi/pulumi-gcp/sdk/v9/go/gcp/ml"
"github.com/pulumi/pulumi/sdk/v3/go/pulumi"
)
func main() {
pulumi.Run(func(ctx *pulumi.Context) error {
_, err := ml.NewEngineModel(ctx, "default", &ml.EngineModelArgs{
Name: pulumi.String("default"),
Description: pulumi.String("My model"),
Regions: pulumi.String("us-central1"),
Labels: pulumi.StringMap{
"my_model": pulumi.String("foo"),
},
OnlinePredictionLogging: pulumi.Bool(true),
OnlinePredictionConsoleLogging: pulumi.Bool(true),
})
if err != nil {
return err
}
return nil
})
}
pulumi {
required_providers {
gcp = {
source = "pulumi/gcp"
}
}
}
resource "gcp_ml_enginemodel" "default" {
name = "default"
description = "My model"
regions = "us-central1"
labels = {
"my_model" = "foo"
}
online_prediction_logging = true
online_prediction_console_logging = true
}
package generated_program;
import com.pulumi.Context;
import com.pulumi.Pulumi;
import com.pulumi.core.Output;
import com.pulumi.gcp.ml.EngineModel;
import com.pulumi.gcp.ml.EngineModelArgs;
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 default_ = new EngineModel("default", EngineModelArgs.builder()
.name("default")
.description("My model")
.regions("us-central1")
.labels(Map.of("my_model", "foo"))
.onlinePredictionLogging(true)
.onlinePredictionConsoleLogging(true)
.build());
}
}
resources:
default:
type: gcp:ml:EngineModel
properties:
name: default
description: My model
regions: us-central1
labels:
my_model: foo
onlinePredictionLogging: true
onlinePredictionConsoleLogging: true
Import
Model can be imported using any of these accepted formats:
projects/{{project}}/models/{{name}}{{project}}/{{name}}{{name}}
When using the pulumi import command, Model can be imported using one of the formats above. For example:
$ pulumi import gcp:ml/engineModel:EngineModel default projects/{{project}}/models/{{name}}
$ pulumi import gcp:ml/engineModel:EngineModel default {{project}}/{{name}}
$ pulumi import gcp:ml/engineModel:EngineModel default {{name}}
Constructors
- EngineModel(String name, {EngineModelArgs? args, CustomResourceOptions? options})
-
Creates a new EngineModel.
nameThe Pulumi resource name.argsArguments used to configure this EngineModel. The set of arguments for EngineModel.optionsResource options controlling this resource's behavior. - EngineModel.reference(String urn)
- Creates a typed reference to an existing EngineModel resource.
Properties
-
childResources
→ Set<
Resource> -
finalinherited
-
completionSources
↔ Map<
String, IOutputCompletionSource> -
latefinalinherited
-
defaultVersion
↔ Output<
EngineModelDefaultVersion?> -
The default version of the model. This version will be used to handle
prediction requests that do not specify a version.
Structure is documented below.
latefinal
-
deletionPolicy
↔ Output<
String> -
Whether Terraform will be prevented from destroying the resource. Defaults to DELETE.
When a 'terraform destroy' or 'pulumi up' would delete the resource,
the command will fail if this field is set to "PREVENT" in Terraform state.
When set to "ABANDON", the command will remove the resource from Terraform
management without updating or deleting the resource in the API.
When set to "DELETE", deleting the resource is allowed.
latefinal
-
description
↔ Output<
String?> -
The description specified for the model when it was created.
latefinal
-
effectiveLabels
↔ Output<
Map< String, String> > -
All of labels (key/value pairs) present on the resource in GCP, including the labels configured through Pulumi, other clients and services.
latefinal
- 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
-
labels
↔ Output<
Map< String, String> ?> -
One or more labels that you can add, to organize your models.
Note: This field is non-authoritative, and will only manage the labels present in your configuration.
Please refer to the field
effectiveLabelsfor all of the labels present on the resource.latefinal -
name
↔ Output<
String> -
The name specified for the model.
latefinal
-
onlinePredictionConsoleLogging
↔ Output<
bool?> -
If true, online prediction nodes send stderr and stdout streams to Stackdriver Logging
latefinal
-
onlinePredictionLogging
↔ Output<
bool?> -
If true, online prediction access logs are sent to StackDriver Logging.
latefinal
-
project
↔ Output<
String> -
The ID of the project in which the resource belongs.
If it is not provided, the provider project is used.
latefinal
-
pulumiLabels
↔ Output<
Map< String, String> > -
The combination of labels configured directly on the resource
and default labels configured on the provider.
latefinal
-
regions
↔ Output<
String?> -
The list of regions where the model is going to be deployed.
Currently only one region per model is supported
latefinal
-
resourceTransforms
→ List<
ResourceTransform> -
Inherited/explicit async transforms.
no setterinherited
- runtimeType → Type
-
A representation of the runtime type of the object.
no setterinherited
-
transformations
→ List<
ResourceTransformation> -
Inherited/explicit legacy transformations.
no setterinherited
-
urn
↔ Output<
String> -
latefinalinherited
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, {EngineModelState? state, CustomResourceOptions? options}) → EngineModel -
Gets an existing EngineModel resource's state with the given
nameandid.