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// Code generated by smithy-go-codegen DO NOT EDIT.
package bedrock
import (
"context"
"fmt"
awsmiddleware "github.com/aws/aws-sdk-go-v2/aws/middleware"
"github.com/aws/aws-sdk-go-v2/service/bedrock/types"
"github.com/aws/smithy-go/middleware"
smithyhttp "github.com/aws/smithy-go/transport/http"
)
// Creates a fine-tuning job to customize a base model.
//
// You specify the base foundation model and the location of the training data.
// After the model-customization job completes successfully, your custom model
// resource will be ready to use. Amazon Bedrock returns validation loss metrics
// and output generations after the job completes.
//
// For information on the format of training and validation data, see [Prepare the datasets].
//
// Model-customization jobs are asynchronous and the completion time depends on
// the base model and the training/validation data size. To monitor a job, use the
// GetModelCustomizationJob operation to retrieve the job status.
//
// For more information, see [Custom models] in the Amazon Bedrock User Guide.
//
// [Custom models]: https://docs.aws.amazon.com/bedrock/latest/userguide/custom-models.html
// [Prepare the datasets]: https://docs.aws.amazon.com/bedrock/latest/userguide/model-customization-prepare.html
func (c *Client) CreateModelCustomizationJob(ctx context.Context, params *CreateModelCustomizationJobInput, optFns ...func(*Options)) (*CreateModelCustomizationJobOutput, error) {
if params == nil {
params = &CreateModelCustomizationJobInput{}
}
result, metadata, err := c.invokeOperation(ctx, "CreateModelCustomizationJob", params, optFns, c.addOperationCreateModelCustomizationJobMiddlewares)
if err != nil {
return nil, err
}
out := result.(*CreateModelCustomizationJobOutput)
out.ResultMetadata = metadata
return out, nil
}
type CreateModelCustomizationJobInput struct {
// Name of the base model.
//
// This member is required.
BaseModelIdentifier *string
// A name for the resulting custom model.
//
// This member is required.
CustomModelName *string
// Parameters related to tuning the model. For details on the format for different
// models, see [Custom model hyperparameters].
//
// [Custom model hyperparameters]: https://docs.aws.amazon.com/bedrock/latest/userguide/custom-models-hp.html
//
// This member is required.
HyperParameters map[string]string
// A name for the fine-tuning job.
//
// This member is required.
JobName *string
// S3 location for the output data.
//
// This member is required.
OutputDataConfig *types.OutputDataConfig
// The Amazon Resource Name (ARN) of an IAM service role that Amazon Bedrock can
// assume to perform tasks on your behalf. For example, during model training,
// Amazon Bedrock needs your permission to read input data from an S3 bucket, write
// model artifacts to an S3 bucket. To pass this role to Amazon Bedrock, the caller
// of this API must have the iam:PassRole permission.
//
// This member is required.
RoleArn *string
// Information about the training dataset.
//
// This member is required.
TrainingDataConfig *types.TrainingDataConfig
// A unique, case-sensitive identifier to ensure that the API request completes no
// more than one time. If this token matches a previous request, Amazon Bedrock
// ignores the request, but does not return an error. For more information, see [Ensuring idempotency].
//
// [Ensuring idempotency]: https://docs.aws.amazon.com/AWSEC2/latest/APIReference/Run_Instance_Idempotency.html
ClientRequestToken *string
// The custom model is encrypted at rest using this key.
CustomModelKmsKeyId *string
// Tags to attach to the resulting custom model.
CustomModelTags []types.Tag
// The customization type.
CustomizationType types.CustomizationType
// Tags to attach to the job.
JobTags []types.Tag
// Information about the validation dataset.
ValidationDataConfig *types.ValidationDataConfig
// VPC configuration (optional). Configuration parameters for the private Virtual
// Private Cloud (VPC) that contains the resources you are using for this job.
VpcConfig *types.VpcConfig
noSmithyDocumentSerde
}
type CreateModelCustomizationJobOutput struct {
// Amazon Resource Name (ARN) of the fine tuning job
//
// This member is required.
JobArn *string
// Metadata pertaining to the operation's result.
ResultMetadata middleware.Metadata
noSmithyDocumentSerde
}
func (c *Client) addOperationCreateModelCustomizationJobMiddlewares(stack *middleware.Stack, options Options) (err error) {
if err := stack.Serialize.Add(&setOperationInputMiddleware{}, middleware.After); err != nil {
return err
}
err = stack.Serialize.Add(&awsRestjson1_serializeOpCreateModelCustomizationJob{}, middleware.After)
if err != nil {
return err
}
err = stack.Deserialize.Add(&awsRestjson1_deserializeOpCreateModelCustomizationJob{}, middleware.After)
if err != nil {
return err
}
if err := addProtocolFinalizerMiddlewares(stack, options, "CreateModelCustomizationJob"); err != nil {
return fmt.Errorf("add protocol finalizers: %v", err)
}
if err = addlegacyEndpointContextSetter(stack, options); err != nil {
return err
}
if err = addSetLoggerMiddleware(stack, options); err != nil {
return err
}
if err = addClientRequestID(stack); err != nil {
return err
}
if err = addComputeContentLength(stack); err != nil {
return err
}
if err = addResolveEndpointMiddleware(stack, options); err != nil {
return err
}
if err = addComputePayloadSHA256(stack); err != nil {
return err
}
if err = addRetry(stack, options); err != nil {
return err
}
if err = addRawResponseToMetadata(stack); err != nil {
return err
}
if err = addRecordResponseTiming(stack); err != nil {
return err
}
if err = addClientUserAgent(stack, options); err != nil {
return err
}
if err = smithyhttp.AddErrorCloseResponseBodyMiddleware(stack); err != nil {
return err
}
if err = smithyhttp.AddCloseResponseBodyMiddleware(stack); err != nil {
return err
}
if err = addSetLegacyContextSigningOptionsMiddleware(stack); err != nil {
return err
}
if err = addTimeOffsetBuild(stack, c); err != nil {
return err
}
if err = addUserAgentRetryMode(stack, options); err != nil {
return err
}
if err = addIdempotencyToken_opCreateModelCustomizationJobMiddleware(stack, options); err != nil {
return err
}
if err = addOpCreateModelCustomizationJobValidationMiddleware(stack); err != nil {
return err
}
if err = stack.Initialize.Add(newServiceMetadataMiddleware_opCreateModelCustomizationJob(options.Region), middleware.Before); err != nil {
return err
}
if err = addRecursionDetection(stack); err != nil {
return err
}
if err = addRequestIDRetrieverMiddleware(stack); err != nil {
return err
}
if err = addResponseErrorMiddleware(stack); err != nil {
return err
}
if err = addRequestResponseLogging(stack, options); err != nil {
return err
}
if err = addDisableHTTPSMiddleware(stack, options); err != nil {
return err
}
return nil
}
type idempotencyToken_initializeOpCreateModelCustomizationJob struct {
tokenProvider IdempotencyTokenProvider
}
func (*idempotencyToken_initializeOpCreateModelCustomizationJob) ID() string {
return "OperationIdempotencyTokenAutoFill"
}
func (m *idempotencyToken_initializeOpCreateModelCustomizationJob) HandleInitialize(ctx context.Context, in middleware.InitializeInput, next middleware.InitializeHandler) (
out middleware.InitializeOutput, metadata middleware.Metadata, err error,
) {
if m.tokenProvider == nil {
return next.HandleInitialize(ctx, in)
}
input, ok := in.Parameters.(*CreateModelCustomizationJobInput)
if !ok {
return out, metadata, fmt.Errorf("expected middleware input to be of type *CreateModelCustomizationJobInput ")
}
if input.ClientRequestToken == nil {
t, err := m.tokenProvider.GetIdempotencyToken()
if err != nil {
return out, metadata, err
}
input.ClientRequestToken = &t
}
return next.HandleInitialize(ctx, in)
}
func addIdempotencyToken_opCreateModelCustomizationJobMiddleware(stack *middleware.Stack, cfg Options) error {
return stack.Initialize.Add(&idempotencyToken_initializeOpCreateModelCustomizationJob{tokenProvider: cfg.IdempotencyTokenProvider}, middleware.Before)
}
func newServiceMetadataMiddleware_opCreateModelCustomizationJob(region string) *awsmiddleware.RegisterServiceMetadata {
return &awsmiddleware.RegisterServiceMetadata{
Region: region,
ServiceID: ServiceID,
OperationName: "CreateModelCustomizationJob",
}
}
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