Copyright	(c) 2013-2018 Brendan Hay
License	Mozilla Public License, v. 2.0.
Maintainer	Brendan Hay <brendan.g.hay+amazonka@gmail.com>
Stability	auto-generated
Portability	non-portable (GHC extensions)
Safe Haskell	None
Language	Haskell2010

Network.AWS.SageMaker.CreateEndpointConfig

Contents

Creating a Request
Request Lenses
Destructuring the Response
Response Lenses

Description

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 Source #

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 Source #

See: createEndpointConfig smart constructor.

Instances

Eq CreateEndpointConfig Source #
Methods (==) :: CreateEndpointConfig -> CreateEndpointConfig -> Bool # (/=) :: CreateEndpointConfig -> CreateEndpointConfig -> Bool #
Data CreateEndpointConfig Source #
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 Source #
Methods readsPrec :: Int -> ReadS CreateEndpointConfig # readList :: ReadS [CreateEndpointConfig] # readPrec :: ReadPrec CreateEndpointConfig # readListPrec :: ReadPrec [CreateEndpointConfig] #
Show CreateEndpointConfig Source #
Methods showsPrec :: Int -> CreateEndpointConfig -> ShowS # show :: CreateEndpointConfig -> String # showList :: [CreateEndpointConfig] -> ShowS #
Generic CreateEndpointConfig Source #
Associated Types type Rep CreateEndpointConfig :: * -> * # Methods from :: CreateEndpointConfig -> Rep CreateEndpointConfig x # to :: Rep CreateEndpointConfig x -> CreateEndpointConfig #
Hashable CreateEndpointConfig Source #
Methods hashWithSalt :: Int -> CreateEndpointConfig -> Int # hash :: CreateEndpointConfig -> Int #
ToJSON CreateEndpointConfig Source #
Methods toJSON :: CreateEndpointConfig -> Value # toEncoding :: CreateEndpointConfig -> Encoding # toJSONList :: [CreateEndpointConfig] -> Value # toEncodingList :: [CreateEndpointConfig] -> Encoding #
NFData CreateEndpointConfig Source #
Methods rnf :: CreateEndpointConfig -> () #
AWSRequest CreateEndpointConfig Source #
Associated Types type Rs CreateEndpointConfig :: * # Methods request :: CreateEndpointConfig -> Request CreateEndpointConfig # response :: (MonadResource m, MonadThrow m) => Logger -> Service -> Proxy * CreateEndpointConfig -> ClientResponse -> m (Response CreateEndpointConfig) #
ToHeaders CreateEndpointConfig Source #
Methods toHeaders :: CreateEndpointConfig -> [Header] #
ToPath CreateEndpointConfig Source #
Methods toPath :: CreateEndpointConfig -> ByteString #
ToQuery CreateEndpointConfig Source #
Methods toQuery :: CreateEndpointConfig -> QueryString #
type Rep CreateEndpointConfig Source #
type Rep CreateEndpointConfig = D1 * (MetaData "CreateEndpointConfig" "Network.AWS.SageMaker.CreateEndpointConfig" "amazonka-sagemaker-1.6.0-9oNc2IB3ZCo9VZHXZi5zcA" False) (C1 * (MetaCons "CreateEndpointConfig'" PrefixI True) ((::) ((::) (S1 * (MetaSel (Just Symbol "_cecKMSKeyId") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 * (Maybe Text))) (S1 * (MetaSel (Just Symbol "_cecTags") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 * (Maybe [Tag])))) ((::) (S1 * (MetaSel (Just Symbol "_cecEndpointConfigName") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 * Text)) (S1 * (MetaSel (Just Symbol "_cecProductionVariants") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 * (List1 ProductionVariant))))))
type Rs CreateEndpointConfig Source #
type Rs CreateEndpointConfig = CreateEndpointConfigResponse

Request Lenses

cecKMSKeyId :: Lens' CreateEndpointConfig (Maybe Text) Source #

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] Source #

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 Source #

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

cecProductionVariants :: Lens' CreateEndpointConfig (NonEmpty ProductionVariant) Source #

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

Destructuring the Response

createEndpointConfigResponse Source #

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 Source #

See: createEndpointConfigResponse smart constructor.

Instances

Eq CreateEndpointConfigResponse Source #
Methods (==) :: CreateEndpointConfigResponse -> CreateEndpointConfigResponse -> Bool # (/=) :: CreateEndpointConfigResponse -> CreateEndpointConfigResponse -> Bool #
Data CreateEndpointConfigResponse Source #
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 Source #
Methods readsPrec :: Int -> ReadS CreateEndpointConfigResponse # readList :: ReadS [CreateEndpointConfigResponse] # readPrec :: ReadPrec CreateEndpointConfigResponse # readListPrec :: ReadPrec [CreateEndpointConfigResponse] #
Show CreateEndpointConfigResponse Source #
Methods showsPrec :: Int -> CreateEndpointConfigResponse -> ShowS # show :: CreateEndpointConfigResponse -> String # showList :: [CreateEndpointConfigResponse] -> ShowS #
Generic CreateEndpointConfigResponse Source #
Associated Types type Rep CreateEndpointConfigResponse :: * -> * # Methods from :: CreateEndpointConfigResponse -> Rep CreateEndpointConfigResponse x # to :: Rep CreateEndpointConfigResponse x -> CreateEndpointConfigResponse #
NFData CreateEndpointConfigResponse Source #
Methods rnf :: CreateEndpointConfigResponse -> () #
type Rep CreateEndpointConfigResponse Source #
type Rep CreateEndpointConfigResponse = D1 * (MetaData "CreateEndpointConfigResponse" "Network.AWS.SageMaker.CreateEndpointConfig" "amazonka-sagemaker-1.6.0-9oNc2IB3ZCo9VZHXZi5zcA" False) (C1 * (MetaCons "CreateEndpointConfigResponse'" PrefixI True) ((::) (S1 * (MetaSel (Just Symbol "_cecrsResponseStatus") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 * Int)) (S1 * (MetaSel (Just Symbol "_cecrsEndpointConfigARN") NoSourceUnpackedness SourceStrict DecidedStrict) (Rec0 * Text))))

Response Lenses

cecrsResponseStatus :: Lens' CreateEndpointConfigResponse Int Source #

- | The response status code.

cecrsEndpointConfigARN :: Lens' CreateEndpointConfigResponse Text Source #

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