Get training
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    Get training

    • PDF

    Article summary

    Available in Classic and VPC

    Get the desired training information from the list of trainings created. You can check the training progress, current step count, etc. for each training. The training ID required to call the Get training API can be found in the response body of the Create training API.

    Request

    This section describes the request format. The method and URI are as follows:

    MethodURI
    GET/tuning/v2/tasks/{taskId}

    Request headers

    The following describes the request headers.

    FieldRequiredDescription
    AuthorizationRequiredAPI key for authentication <e.g.,> Bearer nv-************
    X-NCP-CLOVASTUDIO-REQUEST-IDOptionalRequest ID for the request
    Content-TypeRequiredRequest data format
    • application/json

    Request path parameters

    You can use the following path parameters with your request:

    FieldTypeRequiredDescription
    taskIdStringRequiredTraining ID

    Request example

    The request example is as follows:

    curl --location --request GET 'https://clovastudio.stream.ntruss.com/tuning/v2/tasks/{taskId}' \
    --header 'Authorization: Bearer {API Key}' \
    --header 'Content-Type: application/json' \
    --header 'X-NCP-CLOVASTUDIO-REQUEST-ID: {Request ID}' 
    

    Response

    This section describes the response format.

    Response headers

    The following describes the response headers.

    HeadersRequiredDescription
    Content-Type-Response data format
    • application/json

    Response body

    The response body includes the following data:

    FieldTypeRequiredDescription
    statusObject-Response status
    resultObject-Response result
    result.idString-Training ID
    result.nameString-Training name
    result.modelString-Tuning model name
    result.methodString-Tuning method
    • LoRA
    result.taskTypeString-Training type
    • GENERATION | CLASSIFICATION
      • GENERATION: generation
      • CLASSIFICATION: classification
    result.trainEpochsInteger-Number of epochs trained on the model
    result.learningRateDouble-Training rate (level or degree to which model parameters are retrained when tuning)
    result.statusString-Training progress
    • WAIT | RUNNING | FAILED | SUCCEEDED
      • WAIT: training pending
      • RUNNING: training in progress
      • FAILED: training stopped
      • SUCCEEDED: training completed
    result.statusInfoArray-Training progress details
    result.createdClientTypeString-Type of client requesting training
    • API | WEB
      • API: API client
      • WEB: web client
    result.createdDateString-Training creation date (ISO 8601 format)
    result.updatedDateString-Training modification date (ISO 8601 format)

    statusInfo

    The following describes statusInfo.

    FieldTypeRequiredDescription
    labelArray-
    • When the training type is CLASSIFICATION: User data labels are displayed
    • When the training type is GENERATION: null
    dataRowsInteger-Number of data
    numOfTokensInteger-Number of data tokens
    currStepInteger-Number of current training steps
    totalTrainStepsInteger-Number of total training steps
    currEpochInteger-Current epoch
    totalTrainEpochsInteger-All training epochs
    estimatedTimeInteger-Estimated run time
    • Derived by multiplying the average time of 1 epoch by the total number of training epochs
    trainLossDouble-Training loss
    sendWeightSuccessBoolean-Whether to save training results
    • false | true
      • false: Don't save
      • true: Save
    failureReasonString-Reason for training failure (FAILED)
    messageString-Detailed message for training failure (FAILED) reason
    endDatetimeString-Training end date (in ISO 8601 format)

    failureReason, message

    The following describes training failure reasons (failureReason) and the detailed message (message) for each training failure reason.

    Training failure reasonMessage detailsDescription
    file.extensionUnavailable file extension. Please check the file extension again.The data file extension does not match the requested tuningType
    file.sizeExceeded the disk usage limit. Please check if the file size is {limit} or less.The expected file size for the training request is exceeded
    file.encodingUnsupported charsetNon-UTF8-sig encoding
    file.formatInvalid json format. {reason}Unable to decode the dataset file (.json/.jsonl)
    file.formatInvalid dataset: required field empty. {column}The dataset file does not have the required columns
    file.formatInvalid dataset: unexpected column. {column}The dataset file has unexpected columns
    file.formatInvalid dataset: duplicate columns. {column}The dataset file is not case sensitive and contains duplicate columns
    file.formatInvalid dataset: column orderThe column order in the dataset file deviates from System_Prompt, C_ID, T_ID, Text, and Completion
    file.formatInvalid dataset: {column}The C_ID (or T_ID) in the dataset file does not satisfy the pattern of starting at 0 and incrementing by 1, or the value is empty
    file.error-File read error
    resource.timeout-Response timeout due to GPU acquisition failure; retry required
    clops.error-CLOps error while training
    train.unknown-Non-file related error while training

    Response example

    The response example is as follows:

    Succeeded

    The following is a sample response upon a successful call.

    {
        "status": {
            "code": "20000",
            "message": "OK"
    },
    "result": {
        "id": "czf9fbky",
        "name": "230821-130704",
        "model": "HCX-003",
        "method": "LoRA",
        "taskType": "GENERATION",
        "trainEpochs": 8,
        "learningRate": 1.0E-4,
        "status": "WAIT",
        "statusInfo": {
            "label": null,
            "dataRows": null,
            "numOfTokens": null,
            "currStep": null,
            "totalTrainSteps": null,
            "currEpoch": null,
            "totalTrainEpochs": null,
            "estimatedTime": null,
            "trainLoss": null,
            "sendWeightSuccess": null,
            "failureReason": null,
            "message": null,
            "endDatetime": null
            },
            "createdClientType": "API",
            "createdDate": "2023-08-21T13:07:06+0900",
            "updatedDate": "2023-08-21T13:07:06+0900"
        }
    }
    

    Failure

    The following is a sample response upon a failed call.


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