如何返回分类指标与数值指标

def numerical_metric(inputs: dict, outputs: dict, reference_outputs: dict) -> float:
    # 评估逻辑...
    return 0.8
    # 等效于
    # return {"score": 0.8}
    # 或
    # return {"key": "numerical_metric", "score": 0.8}

def categorical_metric(inputs: dict, outputs: dict, reference_outputs: dict) -> str:
    # 评估逻辑...
    return "english"
    # 等效于
    # return {"key": "categorical_metric", "score": "english"}
    # 或
    # return {"score": "english"}

import type { Run, Example } from "langsmith/schemas";

function numericalMetric(run: Run, example: Example) {
  // 您的评估逻辑在此处
  return { key: "numerical_metric", score: 0.8};
}

function categoricalMetric(run: Run, example: Example) {
  // 您的评估逻辑在此处
  return { key: "categorical_metric", value: "english"};
}