Vertex AI V1 API - Class Google::Cloud::AIPlatform::V1::EvaluateInstancesResponse (v0.56.0)

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Reference documentation and code samples for the Vertex AI V1 API class Google::Cloud::AIPlatform::V1::EvaluateInstancesResponse.

Response message for EvaluationService.EvaluateInstances.

Inherits

• Object

Extended By

• Google::Protobuf::MessageExts::ClassMethods

Includes

• Google::Protobuf::MessageExts

Methods

#bleu_results

def bleu_results() -> ::Google::Cloud::AIPlatform::V1::BleuResults

Returns

• (::Google::Cloud::AIPlatform::V1::BleuResults) — Results for bleu metric.

#bleu_results=

def bleu_results=(value) -> ::Google::Cloud::AIPlatform::V1::BleuResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::BleuResults) — Results for bleu metric.

Returns

• (::Google::Cloud::AIPlatform::V1::BleuResults) — Results for bleu metric.

#coherence_result

def coherence_result() -> ::Google::Cloud::AIPlatform::V1::CoherenceResult

Returns

• (::Google::Cloud::AIPlatform::V1::CoherenceResult) — Result for coherence metric.

#coherence_result=

def coherence_result=(value) -> ::Google::Cloud::AIPlatform::V1::CoherenceResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::CoherenceResult) — Result for coherence metric.

Returns

• (::Google::Cloud::AIPlatform::V1::CoherenceResult) — Result for coherence metric.

#exact_match_results

def exact_match_results() -> ::Google::Cloud::AIPlatform::V1::ExactMatchResults

Returns

• (::Google::Cloud::AIPlatform::V1::ExactMatchResults) — Auto metric evaluation results. Results for exact match metric.

#exact_match_results=

def exact_match_results=(value) -> ::Google::Cloud::AIPlatform::V1::ExactMatchResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::ExactMatchResults) — Auto metric evaluation results. Results for exact match metric.

Returns

• (::Google::Cloud::AIPlatform::V1::ExactMatchResults) — Auto metric evaluation results. Results for exact match metric.

#fluency_result

def fluency_result() -> ::Google::Cloud::AIPlatform::V1::FluencyResult

Returns

• (::Google::Cloud::AIPlatform::V1::FluencyResult) — LLM-based metric evaluation result. General text generation metrics, applicable to other categories. Result for fluency metric.

#fluency_result=

def fluency_result=(value) -> ::Google::Cloud::AIPlatform::V1::FluencyResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::FluencyResult) — LLM-based metric evaluation result. General text generation metrics, applicable to other categories. Result for fluency metric.

Returns

• (::Google::Cloud::AIPlatform::V1::FluencyResult) — LLM-based metric evaluation result. General text generation metrics, applicable to other categories. Result for fluency metric.

#fulfillment_result

def fulfillment_result() -> ::Google::Cloud::AIPlatform::V1::FulfillmentResult

Returns

• (::Google::Cloud::AIPlatform::V1::FulfillmentResult) — Result for fulfillment metric.

#fulfillment_result=

def fulfillment_result=(value) -> ::Google::Cloud::AIPlatform::V1::FulfillmentResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::FulfillmentResult) — Result for fulfillment metric.

Returns

• (::Google::Cloud::AIPlatform::V1::FulfillmentResult) — Result for fulfillment metric.

#groundedness_result

def groundedness_result() -> ::Google::Cloud::AIPlatform::V1::GroundednessResult

Returns

• (::Google::Cloud::AIPlatform::V1::GroundednessResult) — Result for groundedness metric.

#groundedness_result=

def groundedness_result=(value) -> ::Google::Cloud::AIPlatform::V1::GroundednessResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::GroundednessResult) — Result for groundedness metric.

Returns

• (::Google::Cloud::AIPlatform::V1::GroundednessResult) — Result for groundedness metric.

#pairwise_metric_result

def pairwise_metric_result() -> ::Google::Cloud::AIPlatform::V1::PairwiseMetricResult

Returns

• (::Google::Cloud::AIPlatform::V1::PairwiseMetricResult) — Result for pairwise metric.

#pairwise_metric_result=

def pairwise_metric_result=(value) -> ::Google::Cloud::AIPlatform::V1::PairwiseMetricResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::PairwiseMetricResult) — Result for pairwise metric.

Returns

• (::Google::Cloud::AIPlatform::V1::PairwiseMetricResult) — Result for pairwise metric.

#pairwise_question_answering_quality_result

def pairwise_question_answering_quality_result() -> ::Google::Cloud::AIPlatform::V1::PairwiseQuestionAnsweringQualityResult

Returns

• (::Google::Cloud::AIPlatform::V1::PairwiseQuestionAnsweringQualityResult) — Result for pairwise question answering quality metric.

#pairwise_question_answering_quality_result=

def pairwise_question_answering_quality_result=(value) -> ::Google::Cloud::AIPlatform::V1::PairwiseQuestionAnsweringQualityResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::PairwiseQuestionAnsweringQualityResult) — Result for pairwise question answering quality metric.

Returns

• (::Google::Cloud::AIPlatform::V1::PairwiseQuestionAnsweringQualityResult) — Result for pairwise question answering quality metric.

#pairwise_summarization_quality_result

def pairwise_summarization_quality_result() -> ::Google::Cloud::AIPlatform::V1::PairwiseSummarizationQualityResult

Returns

• (::Google::Cloud::AIPlatform::V1::PairwiseSummarizationQualityResult) — Result for pairwise summarization quality metric.

#pairwise_summarization_quality_result=

def pairwise_summarization_quality_result=(value) -> ::Google::Cloud::AIPlatform::V1::PairwiseSummarizationQualityResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::PairwiseSummarizationQualityResult) — Result for pairwise summarization quality metric.

Returns

• (::Google::Cloud::AIPlatform::V1::PairwiseSummarizationQualityResult) — Result for pairwise summarization quality metric.

#pointwise_metric_result

def pointwise_metric_result() -> ::Google::Cloud::AIPlatform::V1::PointwiseMetricResult

Returns

• (::Google::Cloud::AIPlatform::V1::PointwiseMetricResult) — Generic metrics. Result for pointwise metric.

#pointwise_metric_result=

def pointwise_metric_result=(value) -> ::Google::Cloud::AIPlatform::V1::PointwiseMetricResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::PointwiseMetricResult) — Generic metrics. Result for pointwise metric.

Returns

• (::Google::Cloud::AIPlatform::V1::PointwiseMetricResult) — Generic metrics. Result for pointwise metric.

#question_answering_correctness_result

def question_answering_correctness_result() -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringCorrectnessResult

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringCorrectnessResult) — Result for question answering correctness metric.

#question_answering_correctness_result=

def question_answering_correctness_result=(value) -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringCorrectnessResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::QuestionAnsweringCorrectnessResult) — Result for question answering correctness metric.

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringCorrectnessResult) — Result for question answering correctness metric.

#question_answering_helpfulness_result

def question_answering_helpfulness_result() -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringHelpfulnessResult

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringHelpfulnessResult) — Result for question answering helpfulness metric.

#question_answering_helpfulness_result=

def question_answering_helpfulness_result=(value) -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringHelpfulnessResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::QuestionAnsweringHelpfulnessResult) — Result for question answering helpfulness metric.

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringHelpfulnessResult) — Result for question answering helpfulness metric.

#question_answering_quality_result

def question_answering_quality_result() -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringQualityResult

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringQualityResult) — Question answering only metrics. Result for question answering quality metric.

#question_answering_quality_result=

def question_answering_quality_result=(value) -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringQualityResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::QuestionAnsweringQualityResult) — Question answering only metrics. Result for question answering quality metric.

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringQualityResult) — Question answering only metrics. Result for question answering quality metric.

#question_answering_relevance_result

def question_answering_relevance_result() -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringRelevanceResult

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringRelevanceResult) — Result for question answering relevance metric.

#question_answering_relevance_result=

def question_answering_relevance_result=(value) -> ::Google::Cloud::AIPlatform::V1::QuestionAnsweringRelevanceResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::QuestionAnsweringRelevanceResult) — Result for question answering relevance metric.

Returns

• (::Google::Cloud::AIPlatform::V1::QuestionAnsweringRelevanceResult) — Result for question answering relevance metric.

#rouge_results

def rouge_results() -> ::Google::Cloud::AIPlatform::V1::RougeResults

Returns

• (::Google::Cloud::AIPlatform::V1::RougeResults) — Results for rouge metric.

#rouge_results=

def rouge_results=(value) -> ::Google::Cloud::AIPlatform::V1::RougeResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::RougeResults) — Results for rouge metric.

Returns

• (::Google::Cloud::AIPlatform::V1::RougeResults) — Results for rouge metric.

#safety_result

def safety_result() -> ::Google::Cloud::AIPlatform::V1::SafetyResult

Returns

• (::Google::Cloud::AIPlatform::V1::SafetyResult) — Result for safety metric.

#safety_result=

def safety_result=(value) -> ::Google::Cloud::AIPlatform::V1::SafetyResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::SafetyResult) — Result for safety metric.

Returns

• (::Google::Cloud::AIPlatform::V1::SafetyResult) — Result for safety metric.

#summarization_helpfulness_result

def summarization_helpfulness_result() -> ::Google::Cloud::AIPlatform::V1::SummarizationHelpfulnessResult

Returns

• (::Google::Cloud::AIPlatform::V1::SummarizationHelpfulnessResult) — Result for summarization helpfulness metric.

#summarization_helpfulness_result=

def summarization_helpfulness_result=(value) -> ::Google::Cloud::AIPlatform::V1::SummarizationHelpfulnessResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::SummarizationHelpfulnessResult) — Result for summarization helpfulness metric.

Returns

• (::Google::Cloud::AIPlatform::V1::SummarizationHelpfulnessResult) — Result for summarization helpfulness metric.

#summarization_quality_result

def summarization_quality_result() -> ::Google::Cloud::AIPlatform::V1::SummarizationQualityResult

Returns

• (::Google::Cloud::AIPlatform::V1::SummarizationQualityResult) — Summarization only metrics. Result for summarization quality metric.

#summarization_quality_result=

def summarization_quality_result=(value) -> ::Google::Cloud::AIPlatform::V1::SummarizationQualityResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::SummarizationQualityResult) — Summarization only metrics. Result for summarization quality metric.

Returns

• (::Google::Cloud::AIPlatform::V1::SummarizationQualityResult) — Summarization only metrics. Result for summarization quality metric.

#summarization_verbosity_result

def summarization_verbosity_result() -> ::Google::Cloud::AIPlatform::V1::SummarizationVerbosityResult

Returns

• (::Google::Cloud::AIPlatform::V1::SummarizationVerbosityResult) — Result for summarization verbosity metric.

#summarization_verbosity_result=

def summarization_verbosity_result=(value) -> ::Google::Cloud::AIPlatform::V1::SummarizationVerbosityResult

Parameter

• value (::Google::Cloud::AIPlatform::V1::SummarizationVerbosityResult) — Result for summarization verbosity metric.

Returns

• (::Google::Cloud::AIPlatform::V1::SummarizationVerbosityResult) — Result for summarization verbosity metric.

#tool_call_valid_results

def tool_call_valid_results() -> ::Google::Cloud::AIPlatform::V1::ToolCallValidResults

Returns

• (::Google::Cloud::AIPlatform::V1::ToolCallValidResults) — Tool call metrics. Results for tool call valid metric.

#tool_call_valid_results=

def tool_call_valid_results=(value) -> ::Google::Cloud::AIPlatform::V1::ToolCallValidResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::ToolCallValidResults) — Tool call metrics. Results for tool call valid metric.

Returns

• (::Google::Cloud::AIPlatform::V1::ToolCallValidResults) — Tool call metrics. Results for tool call valid metric.

#tool_name_match_results

def tool_name_match_results() -> ::Google::Cloud::AIPlatform::V1::ToolNameMatchResults

Returns

• (::Google::Cloud::AIPlatform::V1::ToolNameMatchResults) — Results for tool name match metric.

#tool_name_match_results=

def tool_name_match_results=(value) -> ::Google::Cloud::AIPlatform::V1::ToolNameMatchResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::ToolNameMatchResults) — Results for tool name match metric.

Returns

• (::Google::Cloud::AIPlatform::V1::ToolNameMatchResults) — Results for tool name match metric.

#tool_parameter_key_match_results

def tool_parameter_key_match_results() -> ::Google::Cloud::AIPlatform::V1::ToolParameterKeyMatchResults

Returns

• (::Google::Cloud::AIPlatform::V1::ToolParameterKeyMatchResults) — Results for tool parameter key match metric.

#tool_parameter_key_match_results=

def tool_parameter_key_match_results=(value) -> ::Google::Cloud::AIPlatform::V1::ToolParameterKeyMatchResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::ToolParameterKeyMatchResults) — Results for tool parameter key match metric.

Returns

• (::Google::Cloud::AIPlatform::V1::ToolParameterKeyMatchResults) — Results for tool parameter key match metric.

#tool_parameter_kv_match_results

def tool_parameter_kv_match_results() -> ::Google::Cloud::AIPlatform::V1::ToolParameterKVMatchResults

Returns

• (::Google::Cloud::AIPlatform::V1::ToolParameterKVMatchResults) — Results for tool parameter key value match metric.

#tool_parameter_kv_match_results=

def tool_parameter_kv_match_results=(value) -> ::Google::Cloud::AIPlatform::V1::ToolParameterKVMatchResults

Parameter

• value (::Google::Cloud::AIPlatform::V1::ToolParameterKVMatchResults) — Results for tool parameter key value match metric.

Returns

• (::Google::Cloud::AIPlatform::V1::ToolParameterKVMatchResults) — Results for tool parameter key value match metric.