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    Google Cloud Ai Platform V1 Client - Class HyperparameterTuningJob (0.15.0)

    Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class HyperparameterTuningJob.

    Represents a HyperparameterTuningJob. A HyperparameterTuningJob has a Study specification and multiple CustomJobs with identical CustomJob specification.

    Generated from protobuf message google.cloud.aiplatform.v1.HyperparameterTuningJob

    Methods

    __construct

    Constructor.

    Parameters
    Name
    Description
    data
    array

    Optional. Data for populating the Message object.

    ↳ name
    string

    Output only. Resource name of the HyperparameterTuningJob.

    ↳ display_name
    string

    Required. The display name of the HyperparameterTuningJob. The name can be up to 128 characters long and can consist of any UTF-8 characters.

    ↳ study_spec
    Google\Cloud\AIPlatform\V1\StudySpec

    Required. Study configuration of the HyperparameterTuningJob.

    ↳ max_trial_count
    int

    Required. The desired total number of Trials.

    ↳ parallel_trial_count
    int

    Required. The desired number of Trials to run in parallel.

    ↳ max_failed_trial_count
    int

    The number of failed Trials that need to be seen before failing the HyperparameterTuningJob. If set to 0, Vertex AI decides how many Trials must fail before the whole job fails.

    ↳ trial_job_spec
    Google\Cloud\AIPlatform\V1\CustomJobSpec

    Required. The spec of a trial job. The same spec applies to the CustomJobs created in all the trials.

    ↳ trials
    array< Google\Cloud\AIPlatform\V1\Trial >

    Output only. Trials of the HyperparameterTuningJob.

    ↳ state
    int

    Output only. The detailed state of the job.

    ↳ create_time
    Google\Protobuf\Timestamp

    Output only. Time when the HyperparameterTuningJob was created.

    ↳ start_time
    Google\Protobuf\Timestamp

    Output only. Time when the HyperparameterTuningJob for the first time entered the JOB_STATE_RUNNING state.

    ↳ end_time
    Google\Protobuf\Timestamp

    Output only. Time when the HyperparameterTuningJob entered any of the following states: JOB_STATE_SUCCEEDED , JOB_STATE_FAILED , JOB_STATE_CANCELLED .

    ↳ update_time
    Google\Protobuf\Timestamp

    Output only. Time when the HyperparameterTuningJob was most recently updated.

    ↳ error
    Google\Rpc\Status

    Output only. Only populated when job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.

    ↳ labels
    array| Google\Protobuf\Internal\MapField

    The labels with user-defined metadata to organize HyperparameterTuningJobs. Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed. See https://goo.gl/xmQnxf for more information and examples of labels.

    ↳ encryption_spec
    Google\Cloud\AIPlatform\V1\EncryptionSpec

    Customer-managed encryption key options for a HyperparameterTuningJob. If this is set, then all resources created by the HyperparameterTuningJob will be encrypted with the provided encryption key.

    getName

    Output only. Resource name of the HyperparameterTuningJob.

    Returns
    Type
    Description
    string

    setName

    Output only. Resource name of the HyperparameterTuningJob.

    Parameter
    Name
    Description
    var
    string
    Returns
    Type
    Description
    $this

    getDisplayName

    Required. The display name of the HyperparameterTuningJob.

    The name can be up to 128 characters long and can consist of any UTF-8 characters.

    Returns
    Type
    Description
    string

    setDisplayName

    Required. The display name of the HyperparameterTuningJob.

    The name can be up to 128 characters long and can consist of any UTF-8 characters.

    Parameter
    Name
    Description
    var
    string
    Returns
    Type
    Description
    $this

    getStudySpec

    Required. Study configuration of the HyperparameterTuningJob.

    Returns
    Type
    Description
    Google\Cloud\AIPlatform\V1\StudySpec |null

    hasStudySpec

    clearStudySpec

    setStudySpec

    Required. Study configuration of the HyperparameterTuningJob.

    Parameter
    Name
    Description
    var
    Google\Cloud\AIPlatform\V1\StudySpec
    Returns
    Type
    Description
    $this

    getMaxTrialCount

    Required. The desired total number of Trials.

    Returns
    Type
    Description
    int

    setMaxTrialCount

    Required. The desired total number of Trials.

    Parameter
    Name
    Description
    var
    int
    Returns
    Type
    Description
    $this

    getParallelTrialCount

    Required. The desired number of Trials to run in parallel.

    Returns
    Type
    Description
    int

    setParallelTrialCount

    Required. The desired number of Trials to run in parallel.

    Parameter
    Name
    Description
    var
    int
    Returns
    Type
    Description
    $this

    getMaxFailedTrialCount

    The number of failed Trials that need to be seen before failing the HyperparameterTuningJob.

    If set to 0, Vertex AI decides how many Trials must fail before the whole job fails.

    Returns
    Type
    Description
    int

    setMaxFailedTrialCount

    The number of failed Trials that need to be seen before failing the HyperparameterTuningJob.

    If set to 0, Vertex AI decides how many Trials must fail before the whole job fails.

    Parameter
    Name
    Description
    var
    int
    Returns
    Type
    Description
    $this

    getTrialJobSpec

    Required. The spec of a trial job. The same spec applies to the CustomJobs created in all the trials.

    Returns
    Type
    Description
    Google\Cloud\AIPlatform\V1\CustomJobSpec |null

    hasTrialJobSpec

    clearTrialJobSpec

    setTrialJobSpec

    Required. The spec of a trial job. The same spec applies to the CustomJobs created in all the trials.

    Parameter
    Name
    Description
    var
    Google\Cloud\AIPlatform\V1\CustomJobSpec
    Returns
    Type
    Description
    $this

    getTrials

    Output only. Trials of the HyperparameterTuningJob.

    Returns
    Type
    Description
    Google\Protobuf\Internal\RepeatedField

    setTrials

    Output only. Trials of the HyperparameterTuningJob.

    Parameter
    Name
    Description
    var
    array< Google\Cloud\AIPlatform\V1\Trial >
    Returns
    Type
    Description
    $this

    getState

    Output only. The detailed state of the job.

    Returns
    Type
    Description
    int

    setState

    Output only. The detailed state of the job.

    Parameter
    Name
    Description
    var
    int
    Returns
    Type
    Description
    $this

    getCreateTime

    Output only. Time when the HyperparameterTuningJob was created.

    Returns
    Type
    Description
    Google\Protobuf\Timestamp |null

    hasCreateTime

    clearCreateTime

    setCreateTime

    Output only. Time when the HyperparameterTuningJob was created.

    Parameter
    Name
    Description
    var
    Google\Protobuf\Timestamp
    Returns
    Type
    Description
    $this

    getStartTime

    Output only. Time when the HyperparameterTuningJob for the first time entered the JOB_STATE_RUNNING state.

    Returns
    Type
    Description
    Google\Protobuf\Timestamp |null

    hasStartTime

    clearStartTime

    setStartTime

    Output only. Time when the HyperparameterTuningJob for the first time entered the JOB_STATE_RUNNING state.

    Parameter
    Name
    Description
    var
    Google\Protobuf\Timestamp
    Returns
    Type
    Description
    $this

    getEndTime

    Output only. Time when the HyperparameterTuningJob entered any of the following states: JOB_STATE_SUCCEEDED , JOB_STATE_FAILED , JOB_STATE_CANCELLED .

    Returns
    Type
    Description
    Google\Protobuf\Timestamp |null

    hasEndTime

    clearEndTime

    setEndTime

    Output only. Time when the HyperparameterTuningJob entered any of the following states: JOB_STATE_SUCCEEDED , JOB_STATE_FAILED , JOB_STATE_CANCELLED .

    Parameter
    Name
    Description
    var
    Google\Protobuf\Timestamp
    Returns
    Type
    Description
    $this

    getUpdateTime

    Output only. Time when the HyperparameterTuningJob was most recently updated.

    Returns
    Type
    Description
    Google\Protobuf\Timestamp |null

    hasUpdateTime

    clearUpdateTime

    setUpdateTime

    Output only. Time when the HyperparameterTuningJob was most recently updated.

    Parameter
    Name
    Description
    var
    Google\Protobuf\Timestamp
    Returns
    Type
    Description
    $this

    getError

    Output only. Only populated when job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.

    Returns
    Type
    Description
    Google\Rpc\Status |null

    hasError

    clearError

    setError

    Output only. Only populated when job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.

    Parameter
    Name
    Description
    var
    Google\Rpc\Status
    Returns
    Type
    Description
    $this

    getLabels

    The labels with user-defined metadata to organize HyperparameterTuningJobs.

    Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed. See https://goo.gl/xmQnxf for more information and examples of labels.

    Returns
    Type
    Description
    Google\Protobuf\Internal\MapField

    setLabels

    The labels with user-defined metadata to organize HyperparameterTuningJobs.

    Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed. See https://goo.gl/xmQnxf for more information and examples of labels.

    Parameter
    Name
    Description
    var
    array| Google\Protobuf\Internal\MapField
    Returns
    Type
    Description
    $this

    getEncryptionSpec

    Customer-managed encryption key options for a HyperparameterTuningJob.

    If this is set, then all resources created by the HyperparameterTuningJob will be encrypted with the provided encryption key.

    Returns
    Type
    Description
    Google\Cloud\AIPlatform\V1\EncryptionSpec |null

    hasEncryptionSpec

    clearEncryptionSpec

    setEncryptionSpec

    Customer-managed encryption key options for a HyperparameterTuningJob.

    If this is set, then all resources created by the HyperparameterTuningJob will be encrypted with the provided encryption key.

    Parameter
    Name
    Description
    var
    Google\Cloud\AIPlatform\V1\EncryptionSpec
    Returns
    Type
    Description
    $this
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