create-solution

Description

Creates the configuration for training a model (creating a solution version). This configuration includes the recipe to use for model training and optional training configuration, such as columns to use in training and feature transformation parameters. For more information about configuring a solution, see Creating and configuring a solution .

By default, new solutions use automatic training to create solution versions every 7 days. You can change the training frequency. Automatic solution version creation starts within one hour after the solution is ACTIVE. If you manually create a solution version within the hour, the solution skips the first automatic training. For more information, see Configuring automatic training .

To turn off automatic training, set performAutoTraining to false. If you turn off automatic training, you must manually create a solution version by calling the CreateSolutionVersion operation.

After training starts, you can get the solution version’s Amazon Resource Name (ARN) with the ListSolutionVersions API operation. To get its status, use the DescribeSolutionVersion .

After training completes you can evaluate model accuracy by calling GetSolutionMetrics . When you are satisfied with the solution version, you deploy it using CreateCampaign . The campaign provides recommendations to a client through the GetRecommendations API.

A solution can be in one of the following states:

• CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED
• DELETE PENDING > DELETE IN_PROGRESS

To get the status of the solution, call DescribeSolution . If you use manual training, the status must be ACTIVE before you call CreateSolutionVersion .

• UpdateSolution
• ListSolutions
• CreateSolutionVersion
• DescribeSolution
• DeleteSolution
• ListSolutionVersions
• DescribeSolutionVersion

See also: AWS API Documentation

Synopsis

  create-solution
--name <value>
[--perform-hpo | --no-perform-hpo]
[--perform-auto-ml | --no-perform-auto-ml]
[--perform-auto-training | --no-perform-auto-training]
[--recipe-arn <value>]
--dataset-group-arn <value>
[--event-type <value>]
[--solution-config <value>]
[--tags <value>]
[--cli-input-json | --cli-input-yaml]
[--generate-cli-skeleton <value>]
[--debug]
[--endpoint-url <value>]
[--no-verify-ssl]
[--no-paginate]
[--output <value>]
[--query <value>]
[--profile <value>]
[--region <value>]
[--version <value>]
[--color <value>]
[--no-sign-request]
[--ca-bundle <value>]
[--cli-read-timeout <value>]
[--cli-connect-timeout <value>]
[--cli-binary-format <value>]
[--no-cli-pager]
[--cli-auto-prompt]
[--no-cli-auto-prompt]

Options

--name (string)

--perform-hpo | --no-perform-hpo (boolean)

--perform-auto-ml | --no-perform-auto-ml (boolean)

--perform-auto-training | --no-perform-auto-training (boolean)

--recipe-arn (string)

--dataset-group-arn (string)

--event-type (string)

--solution-config (structure)

JSON Syntax:

{
  "eventValueThreshold": "string",
  "hpoConfig": {
    "hpoObjective": {
      "type": "string",
      "metricName": "string",
      "metricRegex": "string"
    },
    "hpoResourceConfig": {
      "maxNumberOfTrainingJobs": "string",
      "maxParallelTrainingJobs": "string"
    },
    "algorithmHyperParameterRanges": {
      "integerHyperParameterRanges": [
        {
          "name": "string",
          "minValue": integer,
          "maxValue": integer
        }
        ...
      ],
      "continuousHyperParameterRanges": [
        {
          "name": "string",
          "minValue": double,
          "maxValue": double
        }
        ...
      ],
      "categoricalHyperParameterRanges": [
        {
          "name": "string",
          "values": ["string", ...]
        }
        ...
      ]
    }
  },
  "algorithmHyperParameters": {"string": "string"
    ...},
  "featureTransformationParameters": {"string": "string"
    ...},
  "autoMLConfig": {
    "metricName": "string",
    "recipeList": ["string", ...]
  },
  "eventsConfig": {
    "eventParametersList": [
      {
        "eventType": "string",
        "eventValueThreshold": double,
        "weight": double
      }
      ...
    ]
  },
  "optimizationObjective": {
    "itemAttribute": "string",
    "objectiveSensitivity": "LOW"|"MEDIUM"|"HIGH"|"OFF"
  },
  "trainingDataConfig": {
    "excludedDatasetColumns": {"string": ["string", ...]
      ...}
  },
  "autoTrainingConfig": {
    "schedulingExpression": "string"
  }
}

--tags (list)

Shorthand Syntax:

tagKey=string,tagValue=string ...

JSON Syntax:

[
  {
    "tagKey": "string",
    "tagValue": "string"
  }
  ...
]

--cli-input-json | --cli-input-yaml (string) Reads arguments from the JSON string provided. The JSON string follows the format provided by --generate-cli-skeleton. If other arguments are provided on the command line, those values will override the JSON-provided values. It is not possible to pass arbitrary binary values using a JSON-provided value as the string will be taken literally. This may not be specified along with --cli-input-yaml.

--generate-cli-skeleton (string) Prints a JSON skeleton to standard output without sending an API request. If provided with no value or the value input, prints a sample input JSON that can be used as an argument for --cli-input-json. Similarly, if provided yaml-input it will print a sample input YAML that can be used with --cli-input-yaml. If provided with the value output, it validates the command inputs and returns a sample output JSON for that command. The generated JSON skeleton is not stable between versions of the AWS CLI and there are no backwards compatibility guarantees in the JSON skeleton generated.

Global Options

--debug (boolean)

Turn on debug logging.

--endpoint-url (string)

Override command’s default URL with the given URL.

--no-verify-ssl (boolean)

By default, the AWS CLI uses SSL when communicating with AWS services. For each SSL connection, the AWS CLI will verify SSL certificates. This option overrides the default behavior of verifying SSL certificates.

--no-paginate (boolean)

Disable automatic pagination. If automatic pagination is disabled, the AWS CLI will only make one call, for the first page of results.

--output (string)

The formatting style for command output.

• json
• text
• table
• yaml
• yaml-stream

--query (string)

A JMESPath query to use in filtering the response data.

--profile (string)

Use a specific profile from your credential file.

--region (string)

The region to use. Overrides config/env settings.

--version (string)

Display the version of this tool.

--color (string)

Turn on/off color output.

• on
• off
• auto

--no-sign-request (boolean)

Do not sign requests. Credentials will not be loaded if this argument is provided.

--ca-bundle (string)

The CA certificate bundle to use when verifying SSL certificates. Overrides config/env settings.

--cli-read-timeout (int)

The maximum socket read time in seconds. If the value is set to 0, the socket read will be blocking and not timeout. The default value is 60 seconds.

--cli-connect-timeout (int)

The maximum socket connect time in seconds. If the value is set to 0, the socket connect will be blocking and not timeout. The default value is 60 seconds.

--cli-binary-format (string)

The formatting style to be used for binary blobs. The default format is base64. The base64 format expects binary blobs to be provided as a base64 encoded string. The raw-in-base64-out format preserves compatibility with AWS CLI V1 behavior and binary values must be passed literally. When providing contents from a file that map to a binary blob fileb:// will always be treated as binary and use the file contents directly regardless of the cli-binary-format setting. When using file:// the file contents will need to properly formatted for the configured cli-binary-format.

• base64
• raw-in-base64-out

--no-cli-pager (boolean)

Disable cli pager for output.

--cli-auto-prompt (boolean)

Automatically prompt for CLI input parameters.

--no-cli-auto-prompt (boolean)

Disable automatically prompt for CLI input parameters.

Output

solutionArn -> (string)