Network.AWS.SageMaker.CreateEndpointConfig

Creates an endpoint configuration that Amazon SageMaker hosting services uses to deploy models. In the configuration, you identify one or more models, created using the CreateModel API, to deploy and the resources that you want Amazon SageMaker to provision. Then you call the CreateEndpoint API.

In the request, you define one or more ProductionVariant s, each of which identifies a model. Each ProductionVariant parameter also describes the resources that you want Amazon SageMaker to provision. This includes the number and type of ML compute instances to deploy.

If you are hosting multiple models, you also assign a VariantWeight to specify how much traffic you want to allocate to each model. For example, suppose that you want to host two models, A and B, and you assign traffic weight 2 for model A and 1 for model B. Amazon SageMaker distributes two-thirds of the traffic to Model A, and one-third to model B.

Creating a Request

createEndpointConfig

Arguments

:: Text

cecEndpointConfigName

-> NonEmpty ProductionVariant

cecProductionVariants

-> CreateEndpointConfig

Creates a value of CreateEndpointConfig with the minimum fields required to make a request.

Use one of the following lenses to modify other fields as desired:

• cecKMSKeyId - The Amazon Resource Name (ARN) of a AWS Key Management Service key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance that hosts the endpoint.
• cecTags - An array of key-value pairs. For more information, see Using Cost Allocation Tags in the AWS Billing and Cost Management User Guide .
• cecEndpointConfigName - The name of the endpoint configuration. You specify this name in a CreateEndpoint request.
• cecProductionVariants - An array of ProductionVariant objects, one for each model that you want to host at this endpoint.

data CreateEndpointConfig

See: createEndpointConfig smart constructor.

Instances

Eq CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

(==) :: CreateEndpointConfig -> CreateEndpointConfig -> Bool

(/=) :: CreateEndpointConfig -> CreateEndpointConfig -> Bool

Data CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

gfoldl :: (forall d b. Data d => c (d -> b) -> d -> c b) -> (forall g. g -> c g) -> CreateEndpointConfig -> c CreateEndpointConfig

gunfold :: (forall b r. Data b => c (b -> r) -> c r) -> (forall r. r -> c r) -> Constr -> c CreateEndpointConfig

toConstr :: CreateEndpointConfig -> Constr

dataTypeOf :: CreateEndpointConfig -> DataType

dataCast1 :: Typeable t => (forall d. Data d => c (t d)) -> Maybe (c CreateEndpointConfig)

dataCast2 :: Typeable t => (forall d e. (Data d, Data e) => c (t d e)) -> Maybe (c CreateEndpointConfig)

gmapT :: (forall b. Data b => b -> b) -> CreateEndpointConfig -> CreateEndpointConfig

gmapQl :: (r -> r' -> r) -> r -> (forall d. Data d => d -> r') -> CreateEndpointConfig -> r

gmapQr :: (r' -> r -> r) -> r -> (forall d. Data d => d -> r') -> CreateEndpointConfig -> r

gmapQ :: (forall d. Data d => d -> u) -> CreateEndpointConfig -> [u]

gmapQi :: Int -> (forall d. Data d => d -> u) -> CreateEndpointConfig -> u

gmapM :: Monad m => (forall d. Data d => d -> m d) -> CreateEndpointConfig -> m CreateEndpointConfig

gmapMp :: MonadPlus m => (forall d. Data d => d -> m d) -> CreateEndpointConfig -> m CreateEndpointConfig

gmapMo :: MonadPlus m => (forall d. Data d => d -> m d) -> CreateEndpointConfig -> m CreateEndpointConfig

Read CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

readsPrec :: Int -> ReadS CreateEndpointConfig

readList :: ReadS [CreateEndpointConfig]

readPrec :: ReadPrec CreateEndpointConfig

readListPrec :: ReadPrec [CreateEndpointConfig]

Show CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

showsPrec :: Int -> CreateEndpointConfig -> ShowS

show :: CreateEndpointConfig -> String

showList :: [CreateEndpointConfig] -> ShowS

Generic CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Associated Types

type Rep CreateEndpointConfig :: Type -> Type

Methods

from :: CreateEndpointConfig -> Rep CreateEndpointConfig x

to :: Rep CreateEndpointConfig x -> CreateEndpointConfig

Hashable CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

hashWithSalt :: Int -> CreateEndpointConfig -> Int

hash :: CreateEndpointConfig -> Int

ToJSON CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

toJSON :: CreateEndpointConfig -> Value

toEncoding :: CreateEndpointConfig -> Encoding

toJSONList :: [CreateEndpointConfig] -> Value

toEncodingList :: [CreateEndpointConfig] -> Encoding

AWSRequest CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Associated Types

type Rs CreateEndpointConfig :: Type

Methods

request :: CreateEndpointConfig -> Request CreateEndpointConfig

response :: (MonadResource m, MonadThrow m) => Logger -> Service -> Proxy CreateEndpointConfig -> ClientResponse -> m (Response CreateEndpointConfig)

ToHeaders CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

toHeaders :: CreateEndpointConfig -> [Header]

ToPath CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

toPath :: CreateEndpointConfig -> ByteString

ToQuery CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

toQuery :: CreateEndpointConfig -> QueryString

NFData CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

rnf :: CreateEndpointConfig -> ()

type Rep CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

type Rep CreateEndpointConfig = D1 (MetaData "CreateEndpointConfig" "Network.AWS.SageMaker.CreateEndpointConfig" "amazonka-sagemaker-1.6.1-KSR3FgWuE9u23bvJsHopKu" False) (C1 (MetaCons "CreateEndpointConfig'" PrefixI True) ((S1 (MetaSel (Just "_cecKMSKeyId") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 (Maybe Text)) :*: S1 (MetaSel (Just "_cecTags") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 (Maybe [Tag]))) :*: (S1 (MetaSel (Just "_cecEndpointConfigName") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 Text) :*: S1 (MetaSel (Just "_cecProductionVariants") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 (List1 ProductionVariant)))))

type Rs CreateEndpointConfig

Defined in Network.AWS.SageMaker.CreateEndpointConfig

type Rs CreateEndpointConfig = CreateEndpointConfigResponse

Request Lenses

cecKMSKeyId :: Lens' CreateEndpointConfig (Maybe Text)

The Amazon Resource Name (ARN) of a AWS Key Management Service key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance that hosts the endpoint.

cecTags :: Lens' CreateEndpointConfig [Tag]

An array of key-value pairs. For more information, see Using Cost Allocation Tags in the AWS Billing and Cost Management User Guide .

cecEndpointConfigName :: Lens' CreateEndpointConfig Text

The name of the endpoint configuration. You specify this name in a CreateEndpoint request.

cecProductionVariants :: Lens' CreateEndpointConfig (NonEmpty ProductionVariant)

An array of ProductionVariant objects, one for each model that you want to host at this endpoint.

Destructuring the Response

createEndpointConfigResponse

Arguments

:: Int

cecrsResponseStatus

-> Text

cecrsEndpointConfigARN

-> CreateEndpointConfigResponse

Creates a value of CreateEndpointConfigResponse with the minimum fields required to make a request.

Use one of the following lenses to modify other fields as desired:

• cecrsResponseStatus - -- | The response status code.
• cecrsEndpointConfigARN - The Amazon Resource Name (ARN) of the endpoint configuration.

data CreateEndpointConfigResponse

See: createEndpointConfigResponse smart constructor.

Instances

Eq CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

(==) :: CreateEndpointConfigResponse -> CreateEndpointConfigResponse -> Bool

(/=) :: CreateEndpointConfigResponse -> CreateEndpointConfigResponse -> Bool

Data CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

gfoldl :: (forall d b. Data d => c (d -> b) -> d -> c b) -> (forall g. g -> c g) -> CreateEndpointConfigResponse -> c CreateEndpointConfigResponse

gunfold :: (forall b r. Data b => c (b -> r) -> c r) -> (forall r. r -> c r) -> Constr -> c CreateEndpointConfigResponse

toConstr :: CreateEndpointConfigResponse -> Constr

dataTypeOf :: CreateEndpointConfigResponse -> DataType

dataCast1 :: Typeable t => (forall d. Data d => c (t d)) -> Maybe (c CreateEndpointConfigResponse)

dataCast2 :: Typeable t => (forall d e. (Data d, Data e) => c (t d e)) -> Maybe (c CreateEndpointConfigResponse)

gmapT :: (forall b. Data b => b -> b) -> CreateEndpointConfigResponse -> CreateEndpointConfigResponse

gmapQl :: (r -> r' -> r) -> r -> (forall d. Data d => d -> r') -> CreateEndpointConfigResponse -> r

gmapQr :: (r' -> r -> r) -> r -> (forall d. Data d => d -> r') -> CreateEndpointConfigResponse -> r

gmapQ :: (forall d. Data d => d -> u) -> CreateEndpointConfigResponse -> [u]

gmapQi :: Int -> (forall d. Data d => d -> u) -> CreateEndpointConfigResponse -> u

gmapM :: Monad m => (forall d. Data d => d -> m d) -> CreateEndpointConfigResponse -> m CreateEndpointConfigResponse

gmapMp :: MonadPlus m => (forall d. Data d => d -> m d) -> CreateEndpointConfigResponse -> m CreateEndpointConfigResponse

gmapMo :: MonadPlus m => (forall d. Data d => d -> m d) -> CreateEndpointConfigResponse -> m CreateEndpointConfigResponse

Read CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

readsPrec :: Int -> ReadS CreateEndpointConfigResponse

readList :: ReadS [CreateEndpointConfigResponse]

readPrec :: ReadPrec CreateEndpointConfigResponse

readListPrec :: ReadPrec [CreateEndpointConfigResponse]

Show CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

showsPrec :: Int -> CreateEndpointConfigResponse -> ShowS

show :: CreateEndpointConfigResponse -> String

showList :: [CreateEndpointConfigResponse] -> ShowS

Generic CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Associated Types

type Rep CreateEndpointConfigResponse :: Type -> Type

Methods

from :: CreateEndpointConfigResponse -> Rep CreateEndpointConfigResponse x

to :: Rep CreateEndpointConfigResponse x -> CreateEndpointConfigResponse

NFData CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

Methods

rnf :: CreateEndpointConfigResponse -> ()

type Rep CreateEndpointConfigResponse

Defined in Network.AWS.SageMaker.CreateEndpointConfig

type Rep CreateEndpointConfigResponse = D1 (MetaData "CreateEndpointConfigResponse" "Network.AWS.SageMaker.CreateEndpointConfig" "amazonka-sagemaker-1.6.1-KSR3FgWuE9u23bvJsHopKu" False) (C1 (MetaCons "CreateEndpointConfigResponse'" PrefixI True) (S1 (MetaSel (Just "_cecrsResponseStatus") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 Int) :*: S1 (MetaSel (Just "_cecrsEndpointConfigARN") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 Text)))

Response Lenses

cecrsResponseStatus :: Lens' CreateEndpointConfigResponse Int

• - | The response status code.

cecrsEndpointConfigARN :: Lens' CreateEndpointConfigResponse Text

The Amazon Resource Name (ARN) of the endpoint configuration.