{"type":"doc","content":[{"type":"layoutSection","content":[{"type":"layoutColumn","attrs":{"width":66.66},"content":[{"type":"paragraph","content":[{"text":"The ModelOp Center command line (CLI) offers a terminal-based medium to allow you to interact with ModelOp Center via ","type":"text"},{"text":"moc","type":"text","marks":[{"type":"strong"}]},{"text":" commands. You can execute these commands from an SSH session or from the system console.","type":"text"}]},{"type":"paragraph","content":[{"text":"Table of Contents","type":"text","marks":[{"type":"strong"}]}]},{"type":"extension","attrs":{"layout":"default","extensionType":"com.atlassian.confluence.macro.core","extensionKey":"toc","parameters":{"macroParams":{},"macroMetadata":{"macroId":{"value":"ff163f53-b5a6-4517-be43-f933de0c7607"},"schemaVersion":{"value":"1"},"title":"Table of Contents"}},"localId":"f2be51db-37c2-4e8d-90bf-f55477db8f79"}}]},{"type":"layoutColumn","attrs":{"width":33.33},"content":[{"type":"paragraph"}]}]},{"type":"heading","attrs":{"level":1},"content":[{"text":"Introduction","type":"text"}]},{"type":"paragraph","content":[{"text":"The primary functions enabled through the CLI include the ability to register models with the ModelOp Center, upload additional attachments and artifacts to an existing model, and run Batch Jobs to make sure the code is right. From there, you may use the Command Center web UI to edit and update your models further. ","type":"text"}]},{"type":"heading","attrs":{"level":1},"content":[{"text":"Document conventions","type":"text"}]},{"type":"paragraph","content":[{"text":"This article uses the following conventions:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Angle brackets (<>) indicate that the enclosed element is mandatory. You are required to replace the text within the angle brackets with the appropriate information.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Square brackets ([]) indicate that the enclosed element is optional. You can choose one or more items or no items.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"The pipe character (|) indicates that one of the bracketed statements can be specified.","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"This article contains the following sections for each command:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Synopsis","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"A description of the commands, options, and arguments available for the command.","type":"text"}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Description","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"General information about the command.","type":"text"}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Options","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Options to control the behavior of a command. Options always begin with one or two dashes. Use one dash for the abbreviated term such as -v. Use two dashes for the full term such as --version. Square brackets mean that element of the command is optional.","type":"text"},{"type":"hardBreak"},{"text":"Not all commands have options.","type":"text"}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Arguments","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Some commands require arguments. Arguments are names of commands, files, host names, IP addresses, URLs and so on that you specify to control the behavior of the command. Not all commands have arguments. You do not precede arguments with dashes.","type":"text"},{"type":"hardBreak"},{"text":"Not all commands have arguments.","type":"text"}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Examples","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Usage samples with the expected output. Not all commands have examples.","type":"text"}]}]}]}]}]},{"type":"heading","attrs":{"level":1},"content":[{"text":"CLI Installation","type":"text"}]},{"type":"paragraph","content":[{"text":"You install the CLI in these steps:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Download the CLI files to your local machine.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Make them executable if necessary.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Set a PATH to the location where the files are stored.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Run the init command to connect to your ModelOp instance.","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"To install the CLI","type":"text","marks":[{"type":"strong"}]}]},{"type":"orderedList","attrs":{"order":1},"content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Click the file type you use to download the CLI file:","type":"text"}]},{"type":"orderedList","attrs":{"order":1},"content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Darwin","type":"text","marks":[{"type":"link","attrs":{"href":"https://modelop-go-cli.s3.us-east-2.amazonaws.com/release/latest/darwin/moc"}}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Linux","type":"text","marks":[{"type":"link","attrs":{"href":"https://modelop-go-cli.s3.us-east-2.amazonaws.com/release/latest/linux/moc"}}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Windows","type":"text","marks":[{"type":"link","attrs":{"href":"https://modelop-go-cli.s3.us-east-2.amazonaws.com/release/latest/windows/moc.exe"}}]}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Make the Mac (Darwin) or Linux files executable. Browse to the folder where you stored the CLI file. For Macs and Linux, this folder should be /usr/local/bin/","type":"text"}]},{"type":"orderedList","attrs":{"order":1},"content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"For Darwin, type ","type":"text"},{"text":"chmod 755 ","type":"text","marks":[{"type":"code"}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"For Linux, type ","type":"text"},{"text":"chmod +x ","type":"text","marks":[{"type":"code"}]}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Set a PATH to the CLI file.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Confirm the installation. At the prompt, type ","type":"text"},{"text":"moc help","type":"text","marks":[{"type":"code"}]},{"text":".","type":"text"},{"type":"hardBreak"},{"text":"Output:","type":"text"}]}]}]},{"type":"codeBlock","content":[{"text":"Usage:\n moc [flags]\n moc [command]\n\nAvailable Commands:\n asset Manage assets for models\n credentials Manage credentials with CLI\n deployment Manage deployed models in ModelOp Center\n help Help about any command\n init Configure CLI to point to ModelOp Center. Requires an URL with http scheme.\n iterative Iterative development and testing with ModelOp engine\n job Manage jobs in ModelOp Center\n mlc Run MLC service related commands\n model Manage models in ModelOp Center\n schema Manage schemas\n show Outputs init configuration.\n snapshot Manage snapshots for a given model in ModelOp Center\n\nFlags:\n -h, --help help for moc\n -v, --version Print version information\n\nUse \"moc [command] --help\" for more information about a command.","type":"text"}]},{"type":"orderedList","attrs":{"order":1},"content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Configure the CLI to connect to your instance of ModelOp Center. Type ","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"moc init ","type":"text","marks":[{"type":"code"}]}]},{"type":"heading","attrs":{"level":1},"content":[{"text":"Overview of commands","type":"text"}]},{"type":"paragraph","content":[{"text":"The term “moc commands” refers to the list of available ModelOp Center CLI commands.","type":"text"}]},{"type":"paragraph","content":[{"text":"The help for the moc commands is presented in Linux man page format.","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Type ","type":"text"},{"text":"help ","type":"text","marks":[{"type":"code"}]},{"text":"to get general information about command-line man pages.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Type ","type":"text"},{"text":"help ","type":"text","marks":[{"type":"code"}]},{"text":" to get information about a specific command.","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"The following moc commands are available:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"asset","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"credentials","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"deployment","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"init","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"job","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"model","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"show","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"snapshot","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"schema","type":"text"}]}]}]},{"type":"heading","attrs":{"level":1},"content":[{"text":"Command details","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"moc","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc [--help | --version]\nmoc ","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"The ModelOp Center CLI base command which is the required prefix to execute moc commands.","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"v, --version","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Displays the version of the CLI","type":"text"}]},{"type":"paragraph","content":[{"text":"h, --help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Displays information about the specified command","type":"text"}]},{"type":"heading","attrs":{"level":3},"content":[{"text":"moc command list","type":"text"}]},{"type":"paragraph","content":[{"text":"asset","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Manage assets for models","type":"text"}]},{"type":"paragraph","content":[{"text":"credentials","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Manage credentials with CLI. Use of this command is only required if the ModelOp Center is using Oauth2 for security","type":"text"}]},{"type":"paragraph","content":[{"text":"deployment","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Manage deployments (DeployedModels) in the ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"init","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Configure CLI to point to a particular instance of ModelOp Center. Requires a URL to the specific ModelOp Center instance. This should be executed first before using other commands (besides help).","type":"text"}]},{"type":"paragraph","content":[{"text":"job","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Manage jobs in the ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"model","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Manage models in the ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"show","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Outputs CLI configuration done by ","type":"text"},{"text":"init","type":"text","marks":[{"type":"code"}]},{"text":" command","type":"text"}]},{"type":"paragraph","content":[{"text":"snapshot","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Manage snapshots in the ModelOp Center","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"asset","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc asset [--help]\nmoc asset \nmoc asset add [--name] [--external | --force] [--region] [--verbose] \nmoc asset ls ","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage assets for models. Use ","type":"text"},{"text":"add","type":"text","marks":[{"type":"code"}]},{"text":" command to add an asset to an existing model. Use ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" command to list assets for a given model.","type":"text"}]},{"type":"paragraph","content":[{"text":"Use ","type":"text"},{"text":"moc model ls","type":"text","marks":[{"type":"code"}]},{"text":" to find the model ID and name.","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"e, --external","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Use if the file is larger than 10 MB, or needs to be stored in external storage configured with model-manage. Otherwise, by default, the file is stored internally in model-manage.","type":"text"}]},{"type":"paragraph","content":[{"text":"If the file already exists in external storage, provide a link to the asset in the following format: ","type":"text"},{"text":"[protocol]://ResourceAccessKey: ResourceSecretKey@ResourceDomain/PATH TO FILE/FILENAME.EXTENTION","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Supported protocols:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"http","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"https","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"s3","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"s3n","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"s3a","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"You can use the environment variables to provide","type":"text"},{"text":" Accesskey ","type":"text","marks":[{"type":"strong"}]},{"text":"and ","type":"text"},{"text":"SecretKey","type":"text","marks":[{"type":"strong"}]},{"text":" credentials to enable access to the external resource.","type":"text"}]},{"type":"paragraph","content":[{"text":"f, --force","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Stores file in model-manage if the file size is less than 10 MB, or in external storage otherwise.","type":"text"}]},{"type":"paragraph","content":[{"text":"h, --help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Help with asset command","type":"text"}]},{"type":"paragraph","content":[{"text":"--name string","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Name by which asset is stored. Overrides current name","type":"text"}]},{"type":"paragraph","content":[{"text":"--region string","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Region for the asset if provided by a link","type":"text"}]},{"type":"paragraph","content":[{"text":"V, --verbose","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Be verbose","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"model name or id","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Specify the model name or id. (Use ","type":"text"},{"text":"moc model ls","type":"text","marks":[{"type":"code"}]},{"text":" to find the model name or id)","type":"text"}]},{"type":"paragraph","content":[{"text":"path to file","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Specify the path to the file that will be added as an asset to the model","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc asset add attachment.zip\n\nmoc asset add 00000000-0000-0000-0000-000000000000 attachment.zip\n\nmoc asset add 00000000-0000-0000-0000-000000000000 attachment.zip --name=testModelAttachment.zip\n\nmoc asset add 00000000-0000-0000-0000-000000000000 [http/s3/S3n/S3a]://accessKey:secretKey@Domain/PATH/file.txt --region=us-east-1\n\nmoc asset add 00000000-0000-0000-0000-000000000000 http://$ACCESS_KEY:$SECRET_KEY@Domain/PATH/file.txt --region=us-east-1\n\nmoc asset ls model_name\n\nmoc asset ls 00000000-0000-0000-0000-00000000000","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"credentials","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc credentials [options]\nmoc credentials add [options]\nmoc credentials update [options]\nmoc credentials ls\nmoc credentials rm \n","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage credentials with the CLI which is required if the ModelOp Center is using OAuth2 for authentication and authorization. Add credentials using ","type":"text"},{"text":"add","type":"text","marks":[{"type":"code"}]},{"text":", update using ","type":"text"},{"text":"update","type":"text","marks":[{"type":"code"}]},{"text":" and remove using ","type":"text"},{"text":"rm","type":"text","marks":[{"type":"code"}]},{"text":". To view the current username stored with the CLI, use ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":". The CLI will give appropriated prompts and will ask for the user input.","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"h, --help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Help for the commands","type":"text"}]},{"type":"paragraph","content":[{"text":"--username","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Enter a username to save the step of CLI asking for username","type":"text"}]},{"type":"paragraph","content":[{"text":"--password","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Enter a password to save the step of CLI asking for username","type":"text"}]},{"type":"paragraph","content":[{"text":"--currentusername","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Flag used with ","type":"text"},{"text":"credentials update","type":"text","marks":[{"type":"code"}]},{"text":" command to provide CLI with current username","type":"text"}]},{"type":"paragraph","content":[{"text":"--currentpassword","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Flag used with ","type":"text"},{"text":"credentials update","type":"text","marks":[{"type":"code"}]},{"text":" command to provide CLI with current password","type":"text"}]},{"type":"paragraph","content":[{"text":"--newusername","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Flag used with ","type":"text"},{"text":"credentials update","type":"text","marks":[{"type":"code"}]},{"text":" command to provide CLI with new username","type":"text"}]},{"type":"paragraph","content":[{"text":"--newpassword","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Flag used with ","type":"text"},{"text":"credentials update","type":"text","marks":[{"type":"code"}]},{"text":" command to provide CLI with new password","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"add","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Add credentials","type":"text"}]},{"type":"paragraph","content":[{"text":"update","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Update username and/or password","type":"text"}]},{"type":"paragraph","content":[{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Lists the current username for the CLI","type":"text"}]},{"type":"paragraph","content":[{"text":"rm","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Remove stored credentials (Needs existing username password confirmation)","type":"text"}]},{"type":"paragraph","content":[{"text":"username","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"This argument is only necessary for the ","type":"text"},{"text":"rm","type":"text","marks":[{"type":"code"}]},{"text":". Provide the current username stored in order to delete the credentials. Password confirmation will be asked before removing it.","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc credentials add\nmoc credentials add --username user_name_or_email\n\nmoc credentials update\nmoc credentials update --username user_name_or_email\n\nmoc credentials ls\n\nmoc credentials rm username","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"deployment","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc deployment [--help]\nmoc deployment ls < model-name | model-id | --snapshot-tag >[options]","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage deployments (DeployedModels) with the ModelOp Center. Use ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" command to list deployments for a particular model","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"--batch-deployment","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get only the models deployed as Batch Model ","type":"text"}]},{"type":"paragraph","content":[{"text":"--id","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get only the ID of the most recent deployed model","type":"text"}]},{"type":"paragraph","content":[{"text":"--persistent-deployment","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get only the models deployed as REST or KAFKA","type":"text"}]},{"type":"paragraph","content":[{"text":"--recent","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get the most recent deployed model","type":"text"}]},{"type":"paragraph","content":[{"text":"--snapshot-tag","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get Deployed models by snapshot tag. This flag should be used only if the deployments are to be fetched by the snapshot tag.","type":"text"}]},{"type":"paragraph","content":[{"text":"--state","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Filter Deployed models by one of the states: CREATED, DEPLOYED, FAILURE, REMOVED","type":"text"}]},{"type":"paragraph","content":[{"text":"--tag","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Filter Deployed models by deployed model's tag. (tag is matched on deployedModel object)","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"model name or id or --snapshot-tag","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Specify model-name or model-id (storedModel) or snapshot-tag","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc deployment ls model_name\n\nmoc deployment ls 183a7750-4fa0-4931-b7f1-a2f62496e874\n\nmoc deployment ls --snapshot-tag serviceA\n\nmoc deployment ls model_name --state deployed\n\nmoc deployment ls 183a7750-4fa0-4931-b7f1-a2f62496e874 --state deployed\n\nmoc deployment ls --snapshot-tag serviceA --state deployed\n\nmoc deployment ls model_name --state deployed --tag production\n\nmoc deployment ls model_name --id\n\nmoc deployment ls --snapshot-tag --recent\n\nmoc deployment ls 183a7750-4fa0-4931-b7f1-a2f62496e874 --recent --id","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"init","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc init [--help] \nmoc init url [--verbose]","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Configure CLI to point to a particular instance of ModelOp Center. Requires a URL to the specific ModelOp Center instance.","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"h, --help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Help for init","type":"text"}]},{"type":"paragraph","content":[{"text":"V --verbose","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Be verbose","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"url","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"URL of the ModelOp Center is required with the HTTP(http/https) scheme.","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc init http://abc.xyz\nmoc init https://abc.xyz\nmoc init http://abc.xyz --verbose\nmoc init http://abc.xyz -V","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"job","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc job [options]\nmoc job create [options]\nmoc job ls [--help]\nmoc job messages \nmoc job status \nmoc job result ","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage jobs in ModelOp Center.","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"--enforce-deployed","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Enforce the state to be DEPLOYED on the model provided ( for deployed batch job)","type":"text"}]},{"type":"paragraph","content":[{"text":"--engine string","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Specify the target engine name where the job should run","type":"text"}]},{"type":"paragraph","content":[{"text":"--external-input","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Force the URL provided for input to be an external S3 file URL","type":"text"}]},{"type":"paragraph","content":[{"text":"--external-output","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Force the URL provided for output to be an external S3 file URL","type":"text"}]},{"type":"paragraph","content":[{"text":"--force","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"In case the file is too large to be stored as a local asset, store it as an external asset","type":"text"}]},{"type":"paragraph","content":[{"text":"h, --help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Help for job command","type":"text"}]},{"type":"paragraph","content":[{"text":"--hdfs-input","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Force the URL provided for input to be a HDFS URL","type":"text"}]},{"type":"paragraph","content":[{"text":"--hdfs-output","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Force the URL provided for output to be a HDFS URL","type":"text"}]},{"type":"paragraph","content":[{"text":"--input-param","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Provide parameters for the input SQL query","type":"text"}]},{"type":"paragraph","content":[{"text":"--input-query","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Provide a query string for the input SQL asset","type":"text"}]},{"type":"paragraph","content":[{"text":"--input-region","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Provide the region for the input S3 URL","type":"text"}]},{"type":"paragraph","content":[{"text":"--input-schema-check","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Enable schema checking on input","type":"text"}]},{"type":"paragraph","content":[{"text":"--output-param","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Provide parameters for the output SQL query","type":"text"}]},{"type":"paragraph","content":[{"text":"--output-query","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Provide a query string for the output SQL asset","type":"text"}]},{"type":"paragraph","content":[{"text":"--output-region","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Provide the region for the output S3 URL","type":"text"}]},{"type":"paragraph","content":[{"text":"--output-schema-check","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Enable schema checking on output","type":"text"}]},{"type":"paragraph","content":[{"text":"--schema-check","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Enable schema checking on both input and output","type":"text"}]},{"type":"paragraph","content":[{"text":"-sql-input","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Force the URL provided for input to be a SQL connection string","type":"text"}]},{"type":"paragraph","content":[{"text":"--sql-output","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Force the URL provided for output to be a SQL connection string","type":"text"}]},{"type":"paragraph","content":[{"text":"--test-job","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Create MODEL_BATCH_TEST_JOB with the model provided for deployed batch job","type":"text"}]},{"type":"paragraph","content":[{"text":"--training-job","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Create MODEL_BATCH_TRAINING_JOB with the model provided for deployed batch job","type":"text"}]},{"type":"paragraph","content":[{"text":"--upload-input","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Upload the input file provided to the S3 bucket configured with ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"--upload-output","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Create an empty output file with the provided name in the S3 bucket configured with ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"V, --verbose","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Be verbose","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"create ","type":"text","marks":[{"type":"code"}]},{"text":"(or ","type":"text"},{"text":"add","type":"text","marks":[{"type":"code"}]},{"text":")","type":"text"}]},{"type":"paragraph","content":[{"text":"Create batch jobs","type":"text"}]},{"type":"paragraph","content":[{"text":"","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Versioned Model’s ID for which the job should be created","type":"text"}]},{"type":"paragraph","content":[{"text":"","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Uses when creating a job. Input can be provided by the following methods:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide the path to a local file that will be embedded in the database for input. There is a size limit of 10MB for embedding files. If unsure of the file size, use the --force flag; this will not fail the command, and will push the file to the S3 bucket configured with ModelOp Center","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide the path to a local file and use the --upload-input flag to push the file to the S3 bucket configured with ModelOp Center","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide a URL to an existing file in the S3 bucket in the format [http/s3/S3n/S3a]://accessKey:secretKey@Domain/PATH/file.txt. The access key and secret key can be provided using environment variables as well, e.g., [http/s3/S3n/S3a]://$ACCESS_KEY:$SECRET_KEY@Domain/PATH/file.txt. If the file is in the S3 bucket configured with the ModelOp Center, access key and secret key are not required, e.g., [http/s3/S3n/S3a]://Domain/PATH/file.txt . When using a URL of a file in S3, use the --input-region flag to provide the S3 region. If the URL is not using one of the schemes - \"http\", \"s3\", \"s3n\", \"s3a\", use the --external-input flag to enforce the URL to be an external asset URL","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide a SQL asset as input. Use the connection URL as the input URL, e.g., mysql://username:password@host:3306/db_name. The query can be provided using the --input-query flag, and additional parameters can be provided using the --input-param flag. The --input-param flag can be used multiple times and the query parameters will be stored in the order the flags are provided. If the connection URL is not using one of the schemes - \"mysql\", \"sqlserver\", \"snowflakedsiidriver\", \"db2\", use the --sql-input flag to enforce the URL to be used as a SQL connection URL.","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide an HDFS asset using a URL, e.g., hdfs:///hadoop/demo/test_model/sample_data.csv. If the URL is not using the \"hdfs\" scheme, use the --hdfs-input flag to enforce the URL to be a HDFS asset URL","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Used when creating a job. Output can be provided in a similar way to the input, but uses output-related flags:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide a name for the output file that will be embedded in the database","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide a name of the file, and use the --upload-output flag to push the file to the S3 bucket configured with ModelOp Center","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide a URL to an existing file in the S3 bucket in a similar format as the input file. When using a URL of a file in S3, use the --output-region flag to provide the S3 region. If the URL is not using one of the schemes - \"http\", \"s3\", \"s3n\", \"s3a\", use the --external-output flag to enforce the URL to be external asset URL","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide a SQL asset as output. Use connection URL as the output URL, e.g., mysql://username:password@host:3306/db_name. The query can be provided using the --output-query flag, and additional parameters can be provided using the --output-param flag. The --output-param flag can be used multiple times and the query parameters will be stored in the order the flags are provided. If the connection URL is not using one of the schemes - \"mysql\", \"sqlserver\", \"snowflakedsiidriver\", \"db2\", use the --sql-output flag to enforce the URL to be used as a SQL connection URL","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"Provide an HDFS asset using URL, e.g., hdfs:///hadoop/demo/test_model/sample_data.csv. If the URL is not using the \"hdfs\" scheme, use the --hdfs-output flag to enforce the URL to be a HDFS asset URL.","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"job ID","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Use with status, messages and result arguments","type":"text"}]},{"type":"paragraph","content":[{"text":"ls","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Standard Linux command to list all jobs. Displays the following details about a job:","type":"text"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"ID — unique ID that is automatically assigned by ModelOp Center upon model add","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"OWNER — the user who created the job or SYSTEM","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"TYPE — the type of batch job (batch scoring, batch metrics/test, batch training)","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"JOB_STATUS — States are Created, Waiting, Running, Complete, Error","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"TOTAL_RUNNING_TIME — How long the model took the last time it ran ","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"LAST_MODIFIED_DATETIME — The last time the model was changed","type":"text"}]}]},{"type":"listItem","content":[{"type":"paragraph","content":[{"text":"LAST_MESSAGE — Date, time and result of last usage","type":"text"}]}]}]},{"type":"paragraph","content":[{"text":"result","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Get the results of a batch job. Requires a job ID Use moc job ls to see job ID","type":"text"}]},{"type":"paragraph","content":[{"text":"status","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get the status of a batch job. Requires a job ID. Use moc job ls to see job ID","type":"text"}]},{"type":"paragraph","content":[{"text":"messages","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get the messages of a job. Requires a job ID. Use moc job ls to see job ID","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc job create [options]\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 input.json output.json\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 input.json output.json --upload-output\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 input.json --upload-input output.json --upload-output\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 https://modelop.s3.us-east-2.amazonaws.com/test_model_data/input.json --input-region us-east-2 output.json --upload-output\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 https://modelop.s3.us-east-2.amazonaws.com/test_model_data/input.json --input-region us-east-2 https://accessKey:secretKey@external.s3.us-east-2.amazonaws.com/test_model_data/output.json --output-region us-east-2\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 https://modelop.s3.us-east-2.amazonaws.com/test_model_data/input.json --input-region us-east-2 https://$ACCESS_KEY:$SECRETKEY@external.s3.us-east-2.amazonaws.com/test_model_data/output.json --output-region us-east-2\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 mysql://username:password@host:3306/db_name --input-query 'SELECT symbol,price FROM xyz_table' mysql://username:password@host:3306/db_name --output-query 'INSERT INTO test_output (value) VALUES (?)' --output-param total\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 https://modelop.s3.us-east-2.amazonaws.com/test_model_data/input.json --input-region us-east-2 mysql://username:password@host:3306/db_name --output-query 'INSERT INTO test_output (value) VALUES (?)' --output-param total\nmoc job create 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 hdfs:///hadoop/demo/test_model/sample_data.csv hdfs:///hadoop/demo/test_model/sample_output.csv\nmoc job create deployedbatch 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 input.json --upload-input output.json --upload-output --test-job\nmoc job create deployedbatch 4e4a19c7-2acb-4337-83c6-d0cc82db5a96 mysql://username:password@host:3306/db_name --input-query 'SELECT symbol,price FROM xyz_table' output.json --upload-output --training-job\n\nmoc job ls\n\nmoc job messages 00000000-0000-0000-0000-000000000000\n\nmoc job status 00000000-0000-0000-0000-000000000000\n\nmoc job status 00000000-0000-0000-0000-000000000000","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"model","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc model [options]\nmoc model add [options]\nmoc model deploy \nmoc model ls [model name/id] [options]","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage models in the ModelOp Center.","type":"text"}]},{"type":"paragraph","content":[{"text":"Add a model to ModelOp Center and list the models stored in ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"Use","type":"text"},{"text":" --schema-in","type":"text","marks":[{"type":"code"}]},{"text":" and","type":"text"},{"text":" --schema-out","type":"text","marks":[{"type":"code"}]},{"text":" to include externalized input and output schemas with the model. When a schema file is provided to upload with a model, schema check is enabled by default.","type":"text"}]},{"type":"paragraph","content":[{"text":"Use ","type":"text"},{"text":"--input-check-off, --output-check-off, -schema-check-off","type":"text","marks":[{"type":"code"}]},{"text":" in order to disable schema checking for input and/or output.","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"h, --help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Help for add","type":"text"}]},{"type":"paragraph","content":[{"text":"input-check-off","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Enable schema checking for the input","type":"text"}]},{"type":"paragraph","content":[{"text":"i, --schema-in string","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Path for input schema","type":"text"}]},{"type":"paragraph","content":[{"text":"o, --schema-out string ","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Path for output schema","type":"text"}]},{"type":"paragraph","content":[{"text":"output-check-off","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Enable schema checking for the output","type":"text"}]},{"type":"paragraph","content":[{"text":"schema-check-off ","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Enable schema checking for input and output","type":"text"}]},{"type":"paragraph","content":[{"text":"V, --verbose","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Be verbose","type":"text"}]},{"type":"paragraph","content":[{"text":"--versioned","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Option used with the ","type":"text"},{"text":"model ls","type":"text","marks":[{"type":"code"}]},{"text":" command to list all versioned models (deployableModel) associated with a given model","type":"text"}]},{"type":"paragraph","content":[{"text":"--deployed","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Option used with the ","type":"text"},{"text":"model ls","type":"text","marks":[{"type":"code"}]},{"text":" command to list all deployedModel associated with a given model","type":"text"}]},{"type":"paragraph","content":[{"text":"--state","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Option used with the ","type":"text"},{"text":"model ls","type":"text","marks":[{"type":"code"}]},{"text":" command to list all deployedModel associated with a given model with state provided","type":"text"}]},{"type":"paragraph","content":[{"text":"--recent","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Option used with model ls to retrieve the most recent model. Also works with ","type":"text"},{"text":"--versioned","type":"text","marks":[{"type":"code"}]},{"text":" and ","type":"text"},{"text":"--deployed","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"--id","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Option is used to retrieve just id of a most recent model. Also works with ","type":"text"},{"text":"--versioned","type":"text","marks":[{"type":"code"}]},{"text":" and ","type":"text"},{"text":"--deployed","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"add","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Add model to ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" ","type":"text"}]},{"type":"paragraph","content":[{"text":"Get list of all models or with given name","type":"text"}]},{"type":"paragraph","content":[{"text":"deploy","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Deploy a model to runtime added with ModelOp Center","type":"text"}]},{"type":"paragraph","content":[{"text":"model name","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"For ","type":"text"},{"text":"add","type":"text","marks":[{"type":"code"}]},{"text":", this is the model name by which the provided model will be stored in ModelOp Center. For ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" and ","type":"text"},{"text":"deploy","type":"text","marks":[{"type":"code"}]},{"text":" this model will be searched for to be listed on terminal or to be deployed.","type":"text"}]},{"type":"paragraph","content":[{"text":"file","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Path to the model source code file.","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc model add sample_model /path/to/model/model.py\nmoc model add sample_model /path/to/model/model.py --schema-in=inputSchema.avsc --schema-out=outputSchema.avsc -V\nmoc model add sample_model /path/to/model/model.py --schema-in=inputSchema.avsc --schema-out=outputSchema.avsc --schema-check-off\n\nmoc model ls\nmoc model ls sample_model\n\nmoc model deploy model_name\nmoc model deploy 00000000-0000-0000-0000-000000000000","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"show","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc show","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"The command shows the configuration done using ","type":"text"},{"text":"moc init","type":"text","marks":[{"type":"code"}]},{"text":" command, i.e. the url to the ModelOp Center and if the credentials are necessary to communicate with the ModelOp Center. This command takes no arguments or options apart from ","type":"text"},{"text":"-h","type":"text","marks":[{"type":"code"}]},{"text":" or ","type":"text"},{"text":"--help","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc show","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"snapshot","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc snapshot [--help]\nmoc snapshot create [options]\nmoc snapshot ls [options]","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage deployments (DeployedModels) with the ModelOp Center. Use ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" command to list deployments for a particular model","type":"text"}]},{"type":"paragraph","content":[{"text":"Options","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"--tags","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Add tags to the snapshot when using the ","type":"text"},{"text":"snapshot create","type":"text","marks":[{"type":"code"}]},{"text":" command","type":"text"}]},{"type":"paragraph","content":[{"text":"--id","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get only the ID of the most recent snapshot when using the ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" command","type":"text"}]},{"type":"paragraph","content":[{"text":"--recent","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Get the most recent snapshot when using the ","type":"text"},{"text":"ls","type":"text","marks":[{"type":"code"}]},{"text":" command","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"ls","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"List snapshot for a model","type":"text"}]},{"type":"paragraph","content":[{"text":"create","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Create a snapshot for a model","type":"text"}]},{"type":"paragraph","content":[{"text":"model name or id","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Specify model-name or model-id (Use ","type":"text"},{"text":"moc model ls","type":"text","marks":[{"type":"code"}]},{"text":" to find the model name or id)","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc snapshot ls sample_model\nmoc snapshot ls sample_model --id\nmoc snapshot ls sample_model --recent --id\nmoc snapshot ls 183a7750-4fa0-4931-b7f1-a2f62496e874 --recent --id\n\nmoc snapshot create model_name\nmoc snapshot create 00000000-0000-0000-0000-000000000000\nmoc snapshot create model_name --tags model_tag\nmoc snapshot create 00000000-0000-0000-0000-000000000000 --tags model_tag\nmoc snapshot create model_name --tags model_tag1 --tags model_tag2\nmoc snapshot create 00000000-0000-0000-0000-000000000000 --tags model_tag1 --tags model_tag2","type":"text"}]},{"type":"heading","attrs":{"level":2},"content":[{"text":"schema","type":"text"}]},{"type":"paragraph","content":[{"text":"Synopsis","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc schema [--help]\nmoc schema infer ","type":"text"}]},{"type":"paragraph","content":[{"text":"Description","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"Manage model data schema with the ModelOp Center. Use ","type":"text"},{"text":"infer","type":"text","marks":[{"type":"code"}]},{"text":" command to generate schema for given data. Note here that the data should be in JSON row format. For example:","type":"text"}]},{"type":"codeBlock","attrs":{"language":"json"},"content":[{"text":"{\"id\": 474, \"score\": 10}\n{\"id\": 474, \"score\": 10}","type":"text"}]},{"type":"paragraph","content":[{"text":"Arguments","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph","content":[{"text":"datafile","type":"text","marks":[{"type":"code"}]}]},{"type":"paragraph","content":[{"text":"Specify the path to sample data in JSON row format","type":"text"}]},{"type":"paragraph","content":[{"text":"Examples","type":"text","marks":[{"type":"strong"}]}]},{"type":"codeBlock","content":[{"text":"moc schema infer ./path/to/sample/data/something.json","type":"text"}]},{"type":"paragraph"},{"type":"paragraph"},{"type":"layoutSection","content":[{"type":"layoutColumn","attrs":{"width":66.66},"content":[{"type":"heading","attrs":{"level":3},"content":[{"text":"Related Articles","type":"text","marks":[{"type":"strong"}]}]},{"type":"paragraph"}]},{"type":"layoutColumn","attrs":{"width":33.33},"content":[{"type":"paragraph"}]}]}],"version":1}

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