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    Google Cloud Ai Platform V1 Client - Class EvaluateInstancesResponse (1.56.0)

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

    Response message for EvaluationService.EvaluateInstances.

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

    Namespace

    Google \ Cloud \ AIPlatform \ V1

    Methods

    __construct

    Constructor.

    Parameters
    Name
    Description
    data
    array

    Optional. Data for populating the Message object.

    ↳ exact_match_results
    ExactMatchResults

    Auto metric evaluation results. Results for exact match metric.

    ↳ bleu_results
    BleuResults

    Results for bleu metric.

    ↳ rouge_results
    RougeResults

    Results for rouge metric.

    ↳ fluency_result
    FluencyResult

    LLM-based metric evaluation result. General text generation metrics, applicable to other categories. Result for fluency metric.

    ↳ coherence_result
    CoherenceResult

    Result for coherence metric.

    ↳ safety_result
    SafetyResult

    Result for safety metric.

    ↳ groundedness_result
    GroundednessResult

    Result for groundedness metric.

    ↳ fulfillment_result
    FulfillmentResult

    Result for fulfillment metric.

    ↳ summarization_quality_result
    SummarizationQualityResult

    Summarization only metrics. Result for summarization quality metric.

    ↳ pairwise_summarization_quality_result
    PairwiseSummarizationQualityResult

    Result for pairwise summarization quality metric.

    ↳ summarization_helpfulness_result
    SummarizationHelpfulnessResult

    Result for summarization helpfulness metric.

    ↳ summarization_verbosity_result
    SummarizationVerbosityResult

    Result for summarization verbosity metric.

    ↳ question_answering_quality_result
    QuestionAnsweringQualityResult

    Question answering only metrics. Result for question answering quality metric.

    ↳ pairwise_question_answering_quality_result
    PairwiseQuestionAnsweringQualityResult

    Result for pairwise question answering quality metric.

    ↳ question_answering_relevance_result
    QuestionAnsweringRelevanceResult

    Result for question answering relevance metric.

    ↳ question_answering_helpfulness_result
    QuestionAnsweringHelpfulnessResult

    Result for question answering helpfulness metric.

    ↳ question_answering_correctness_result
    QuestionAnsweringCorrectnessResult

    Result for question answering correctness metric.

    ↳ pointwise_metric_result
    PointwiseMetricResult

    Generic metrics. Result for pointwise metric.

    ↳ pairwise_metric_result
    PairwiseMetricResult

    Result for pairwise metric.

    ↳ tool_call_valid_results
    ToolCallValidResults

    Tool call metrics. Results for tool call valid metric.

    ↳ tool_name_match_results
    ToolNameMatchResults

    Results for tool name match metric.

    ↳ tool_parameter_key_match_results
    ToolParameterKeyMatchResults

    Results for tool parameter key match metric.

    ↳ tool_parameter_kv_match_results
    ToolParameterKVMatchResults

    Results for tool parameter key value match metric.

    ↳ comet_result
    CometResult

    Translation metrics. Result for Comet metric.

    ↳ metricx_result
    MetricxResult

    Result for Metricx metric.

    getExactMatchResults

    Auto metric evaluation results.

    Results for exact match metric.

    Returns
    Type
    Description
    ExactMatchResults |null

    hasExactMatchResults

    setExactMatchResults

    Auto metric evaluation results.

    Results for exact match metric.

    Parameter
    Name
    Description
    var
    ExactMatchResults
    Returns
    Type
    Description
    $this

    getBleuResults

    Results for bleu metric.

    Returns
    Type
    Description
    BleuResults |null

    hasBleuResults

    setBleuResults

    Results for bleu metric.

    Parameter
    Name
    Description
    var
    BleuResults
    Returns
    Type
    Description
    $this

    getRougeResults

    Results for rouge metric.

    Returns
    Type
    Description
    RougeResults |null

    hasRougeResults

    setRougeResults

    Results for rouge metric.

    Parameter
    Name
    Description
    var
    RougeResults
    Returns
    Type
    Description
    $this

    getFluencyResult

    LLM-based metric evaluation result.

    General text generation metrics, applicable to other categories. Result for fluency metric.

    Returns
    Type
    Description
    FluencyResult |null

    hasFluencyResult

    setFluencyResult

    LLM-based metric evaluation result.

    General text generation metrics, applicable to other categories. Result for fluency metric.

    Parameter
    Name
    Description
    var
    FluencyResult
    Returns
    Type
    Description
    $this

    getCoherenceResult

    Result for coherence metric.

    Returns
    Type
    Description
    CoherenceResult |null

    hasCoherenceResult

    setCoherenceResult

    Result for coherence metric.

    Parameter
    Name
    Description
    var
    CoherenceResult
    Returns
    Type
    Description
    $this

    getSafetyResult

    Result for safety metric.

    Returns
    Type
    Description
    SafetyResult |null

    hasSafetyResult

    setSafetyResult

    Result for safety metric.

    Parameter
    Name
    Description
    var
    SafetyResult
    Returns
    Type
    Description
    $this

    getGroundednessResult

    Result for groundedness metric.

    Returns
    Type
    Description
    GroundednessResult |null

    hasGroundednessResult

    setGroundednessResult

    Result for groundedness metric.

    Parameter
    Name
    Description
    var
    GroundednessResult
    Returns
    Type
    Description
    $this

    getFulfillmentResult

    Result for fulfillment metric.

    Returns
    Type
    Description
    FulfillmentResult |null

    hasFulfillmentResult

    setFulfillmentResult

    Result for fulfillment metric.

    Parameter
    Name
    Description
    var
    FulfillmentResult
    Returns
    Type
    Description
    $this

    getSummarizationQualityResult

    Summarization only metrics.

    Result for summarization quality metric.

    Returns
    Type
    Description
    SummarizationQualityResult |null

    hasSummarizationQualityResult

    setSummarizationQualityResult

    Summarization only metrics.

    Result for summarization quality metric.

    Parameter
    Name
    Description
    var
    SummarizationQualityResult
    Returns
    Type
    Description
    $this

    getPairwiseSummarizationQualityResult

    Result for pairwise summarization quality metric.

    Returns
    Type
    Description
    PairwiseSummarizationQualityResult |null

    hasPairwiseSummarizationQualityResult

    setPairwiseSummarizationQualityResult

    Result for pairwise summarization quality metric.

    Parameter
    Name
    Description
    var
    PairwiseSummarizationQualityResult
    Returns
    Type
    Description
    $this

    getSummarizationHelpfulnessResult

    Result for summarization helpfulness metric.

    Returns
    Type
    Description
    SummarizationHelpfulnessResult |null

    hasSummarizationHelpfulnessResult

    setSummarizationHelpfulnessResult

    Result for summarization helpfulness metric.

    Parameter
    Name
    Description
    var
    SummarizationHelpfulnessResult
    Returns
    Type
    Description
    $this

    getSummarizationVerbosityResult

    Result for summarization verbosity metric.

    Returns
    Type
    Description
    SummarizationVerbosityResult |null

    hasSummarizationVerbosityResult

    setSummarizationVerbosityResult

    Result for summarization verbosity metric.

    Parameter
    Name
    Description
    var
    SummarizationVerbosityResult
    Returns
    Type
    Description
    $this

    getQuestionAnsweringQualityResult

    Question answering only metrics.

    Result for question answering quality metric.

    Returns
    Type
    Description
    QuestionAnsweringQualityResult |null

    hasQuestionAnsweringQualityResult

    setQuestionAnsweringQualityResult

    Question answering only metrics.

    Result for question answering quality metric.

    Parameter
    Name
    Description
    var
    QuestionAnsweringQualityResult
    Returns
    Type
    Description
    $this

    getPairwiseQuestionAnsweringQualityResult

    Result for pairwise question answering quality metric.

    Returns
    Type
    Description
    PairwiseQuestionAnsweringQualityResult |null

    hasPairwiseQuestionAnsweringQualityResult

    setPairwiseQuestionAnsweringQualityResult

    Result for pairwise question answering quality metric.

    Parameter
    Name
    Description
    var
    PairwiseQuestionAnsweringQualityResult
    Returns
    Type
    Description
    $this

    getQuestionAnsweringRelevanceResult

    Result for question answering relevance metric.

    Returns
    Type
    Description
    QuestionAnsweringRelevanceResult |null

    hasQuestionAnsweringRelevanceResult

    setQuestionAnsweringRelevanceResult

    Result for question answering relevance metric.

    Parameter
    Name
    Description
    var
    QuestionAnsweringRelevanceResult
    Returns
    Type
    Description
    $this

    getQuestionAnsweringHelpfulnessResult

    Result for question answering helpfulness metric.

    Returns
    Type
    Description
    QuestionAnsweringHelpfulnessResult |null

    hasQuestionAnsweringHelpfulnessResult

    setQuestionAnsweringHelpfulnessResult

    Result for question answering helpfulness metric.

    Parameter
    Name
    Description
    var
    QuestionAnsweringHelpfulnessResult
    Returns
    Type
    Description
    $this

    getQuestionAnsweringCorrectnessResult

    Result for question answering correctness metric.

    Returns
    Type
    Description
    QuestionAnsweringCorrectnessResult |null

    hasQuestionAnsweringCorrectnessResult

    setQuestionAnsweringCorrectnessResult

    Result for question answering correctness metric.

    Parameter
    Name
    Description
    var
    QuestionAnsweringCorrectnessResult
    Returns
    Type
    Description
    $this

    getPointwiseMetricResult

    Generic metrics.

    Result for pointwise metric.

    Returns
    Type
    Description
    PointwiseMetricResult |null

    hasPointwiseMetricResult

    setPointwiseMetricResult

    Generic metrics.

    Result for pointwise metric.

    Parameter
    Name
    Description
    var
    PointwiseMetricResult
    Returns
    Type
    Description
    $this

    getPairwiseMetricResult

    Result for pairwise metric.

    Returns
    Type
    Description
    PairwiseMetricResult |null

    hasPairwiseMetricResult

    setPairwiseMetricResult

    Result for pairwise metric.

    Parameter
    Name
    Description
    var
    PairwiseMetricResult
    Returns
    Type
    Description
    $this

    getToolCallValidResults

    Tool call metrics.

    Results for tool call valid metric.

    Returns
    Type
    Description
    ToolCallValidResults |null

    hasToolCallValidResults

    setToolCallValidResults

    Tool call metrics.

    Results for tool call valid metric.

    Parameter
    Name
    Description
    var
    ToolCallValidResults
    Returns
    Type
    Description
    $this

    getToolNameMatchResults

    Results for tool name match metric.

    Returns
    Type
    Description
    ToolNameMatchResults |null

    hasToolNameMatchResults

    setToolNameMatchResults

    Results for tool name match metric.

    Parameter
    Name
    Description
    var
    ToolNameMatchResults
    Returns
    Type
    Description
    $this

    getToolParameterKeyMatchResults

    Results for tool parameter key match metric.

    Returns
    Type
    Description
    ToolParameterKeyMatchResults |null

    hasToolParameterKeyMatchResults

    setToolParameterKeyMatchResults

    Results for tool parameter key match metric.

    Parameter
    Name
    Description
    var
    ToolParameterKeyMatchResults
    Returns
    Type
    Description
    $this

    getToolParameterKvMatchResults

    Results for tool parameter key value match metric.

    Returns
    Type
    Description
    ToolParameterKVMatchResults |null

    hasToolParameterKvMatchResults

    setToolParameterKvMatchResults

    Results for tool parameter key value match metric.

    Parameter
    Name
    Description
    var
    ToolParameterKVMatchResults
    Returns
    Type
    Description
    $this

    getCometResult

    Translation metrics.

    Result for Comet metric.

    Returns
    Type
    Description
    CometResult |null

    hasCometResult

    setCometResult

    Translation metrics.

    Result for Comet metric.

    Parameter
    Name
    Description
    var
    CometResult
    Returns
    Type
    Description
    $this

    getMetricxResult

    Result for Metricx metric.

    Returns
    Type
    Description
    MetricxResult |null

    hasMetricxResult

    setMetricxResult

    Result for Metricx metric.

    Parameter
    Name
    Description
    var
    MetricxResult
    Returns
    Type
    Description
    $this

    getEvaluationResults

    Returns
    Type
    Description
    string
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