content_vector_recall/src/utils/scoring.ts

import { useEffect, useState } from 'react'
import type { RecallSignals, VideoMatchEnrichedVO } from '../api/types'

/**
 * 精排参数——前后端同构的单一来源。
 *
 * 公式 (VIDEO):
 *   sim_norm = clip((sim - lower) / (1 - lower), 0, 1)
 *   rov_norm = clip((rov - rovClipLow) / (rovClipHigh - rovClipLow), 0, 1)
 *   composite = alpha × boost × sim_norm + (1 - alpha) × rov_norm
 *   boost 仅作用于相关性分（解构维度权重），ROV 是视频粒度不加 boost
 *   ROV 缺失时: composite = alpha × boost × sim_norm
 *
 * 公式 (ARTICLE):
 *   sim_norm = clip((sim - lower) / (1 - lower), 0, 1)
 *   ROV 缺失时退化为纯 sim 排序: composite = sim_norm
 *
 * 公式 (MATERIAL):
 *   sim_norm = clip((sim - simThreshold) / (1 - simThreshold), 0, 1)
 *   qualityScore = wCtr×ctr + wCvr×cvr + wRoi×roi + wOpenRate×openRate + wFissionRate×fissionRate
 *   composite = alpha × boost × sim_norm + (1 - alpha) × qualityScore
 *   各维度直接用原始效率比率，无投放数据素材 qualityScore = 0
 */
export interface RankingParams {
  simThreshold: number
  simThresholdsByCode: Record<string, number>
  /** ROV 归一化下界（clip 低值） */
  rovClipLow: number
  /** ROV 归一化上界（clip 高值） */
  rovClipHigh: number
  /** 相关性 VS 质量的权衡权重 [0, 1]，VIDEO/ARTICLE/MATERIAL 通用 */
  alpha: number
  /** 兜底 boost：仅当 configCode 缺失（null/undefined）时使用，已知维度走 getDefaultBoostForCode */
  deconstructBoost: number
  /** 按维度独立 boost —— 每个 configCode 可单独设置，覆盖维度默认值 */
  boostsByCode: Record<string, number>
  /** 素材质量子维度权重——CTR 百分位，默认 0.2 */
  wCtr: number
  /** 素材质量子维度权重——CVR 百分位，默认 0.2 */
  wCvr: number
  /** 素材质量子维度权重——ROI 百分位，默认 0.2 */
  wRoi: number
  /** 素材质量子维度权重——小程序打开率 百分位，默认 0.2 */
  wOpenRate: number
  /** 素材质量子维度权重——T0裂变率 百分位，默认 0.2 */
  wFissionRate: number
  /** 素材质量缺失策略："group" | "shrink" */
  materialMissingStrategy: 'group' | 'shrink'
  /** 文章质量子维度权重——阅读，默认 0.4 */
  wRead: number
  /** 文章质量子维度权重——打开率，默认 0.3 */
  wOpen: number
  /** 文章质量子维度权重——裂变率，默认 0.3 */
  wFission: number
}

/** 维度 boost 取值范围 */
export const BOOST_MIN = 0.1
export const BOOST_MAX = 1

const TOPIC_CONFIG_CODE = 'VIDEO_TOPIC'

/** 各维度默认 boost：选题 1，其余 0.4 */
export function getDefaultBoostForCode(code: string): number {
  return code === TOPIC_CONFIG_CODE ? 1 : 0.4
}

export const DEFAULT_RANKING_PARAMS: RankingParams = {
  simThreshold: 0.65,
  simThresholdsByCode: {},
  boostsByCode: {},
  rovClipLow: 0,
  rovClipHigh: 0.07,
  alpha: 0.6,
  deconstructBoost: 0.4,
  wCtr: 0.2,
  wCvr: 0.2,
  wRoi: 0.2,
  wOpenRate: 0.2,
  wFissionRate: 0.2,
  materialMissingStrategy: 'group',
  wRead: 0.4,
  wOpen: 0.3,
  wFission: 0.3,
}

export interface ScoreBreakdown {
  composite: number
  simNorm: number
  rovNorm: number
  boost: number
  lowerBound: number
  passesThreshold: boolean
  /** 精排加权质量分：素材=wCtr·ctrScore+wCvr·cvrScore+wRoi·roiScore+wOpenRate·openRateScore+wFissionRate·fissionRateScore；视频=rov_norm */
  weightedQuality?: number
  /** 素材质量缺失时置 true，调用方按策略单独成组 */
  qualityMissing?: boolean
}

const clip01 = (x: number) => Math.max(0, Math.min(1, x))

/** signals.quality 缺失时，从 materialDetail.quality 构造质量信号 */
function materialQualityFromDetail(
  item: VideoMatchEnrichedVO,
): RecallSignals['quality'] | undefined {
  const q = item.materialDetail?.quality
  if (!q) return undefined
  const ctr = q.ctrScore
  const cvr = q.cvrScore
  const viral = q.fissionRateScore
  const roi = q.roiScore
  const openRateScore = q.openRateScore
  const hasData = [ctr, cvr, viral, roi, openRateScore].some((v) => v != null && Number.isFinite(v))
  if (!hasData) return undefined
  return {
    hasData: true,
    ctr: ctr ?? null,
    cvr: cvr ?? null,
    viral: viral ?? null,
    roi: roi ?? null,
    openRateScore: openRateScore ?? null,
    readScore: null,
    openScore: null,
    fissionScore: null,
    totalRead: null,
    avgRead: null,
    openRate: null,
    fissionRate: null,
    publishCount: null,
  }
}

export function effectiveSimThreshold(
  configCode: string | null | undefined,
  params: RankingParams,
): number {
  if (configCode && configCode in params.simThresholdsByCode) {
    return params.simThresholdsByCode[configCode]
  }
  return params.simThreshold
}

/**
 * 计算单条召回结果的综合得分——WP2 前后端同构版本。
 *
 * 关键修正：
 * - 读 signals 而非散落字段（sim/rov/quality）
 * - boost 按维度独立：boostsByCode[configCode] → getDefaultBoostForCode → deconstructBoost（兜底）
 * - ARTICLE 无 rov 时退化为纯 sim 排序
 * - MATERIAL 质量缺失按 signals.quality.hasData 统一判定，不再回退 0.5
 */
export function computeCompositeScore(
  item: VideoMatchEnrichedVO,
  params: RankingParams,
): ScoreBreakdown | null {
  // WP2: 读 signals.sim，兼容旧 score 字段
  const sim = item.signals?.sim ?? item.score
  if (sim == null || !Number.isFinite(sim)) return null

  const lowerBound = effectiveSimThreshold(item.configCode, params)
  const denom = 1 - lowerBound
  const simNorm = denom > 0 ? clip01((sim - lowerBound) / denom) : 0
  const passesThreshold = sim >= lowerBound

  // 素材模态：多维质量加权
  if (item.modality === 'MATERIAL') {
    const quality = item.signals?.quality ?? materialQualityFromDetail(item)
    return rankMaterial(simNorm, lowerBound, passesThreshold, quality, item, params)
  }

  // VIDEO / ARTICLE 模态：ROV 公式
  return rankVideoArticle(simNorm, lowerBound, passesThreshold, item, params)
}

function rankMaterial(
  simNorm: number,
  lowerBound: number,
  passesThreshold: boolean,
  quality: RecallSignals['quality'] | undefined,
  item: VideoMatchEnrichedVO,
  params: RankingParams,
): ScoreBreakdown {
  const alpha = params.alpha

  // boost 仅作用于相关性分，质量分不加 boost
  const codeBoost = item.configCode
    ? (params.boostsByCode?.[item.configCode] ?? getDefaultBoostForCode(item.configCode))
    : params.deconstructBoost

  if (quality == null || !quality.hasData) {
    // group（默认）：无质量数据，仅依赖相关性
    if (params.materialMissingStrategy === 'group') {
      return {
        composite: alpha * codeBoost * simNorm,
        simNorm,
        rovNorm: 0,
        boost: codeBoost,
        lowerBound,
        passesThreshold,
        qualityMissing: true,
      }
    }
    // shrink: 无先验均值时退化为 alpha × boost × simNorm
    return {
      composite: alpha * codeBoost * simNorm,
      simNorm,
      rovNorm: 0,
      boost: codeBoost,
      lowerBound,
      passesThreshold,
    }
  }

  const ctr = quality.ctr ?? 0
  const cvr = quality.cvr ?? 0
  const viral = quality.viral ?? 0
  const roi = quality.roi ?? 0
  const openRate = quality.openRateScore ?? 0
  const weightedQuality = params.wCtr * ctr + params.wCvr * cvr + params.wRoi * roi
    + params.wOpenRate * openRate + params.wFissionRate * viral
  const composite = alpha * codeBoost * simNorm + (1 - alpha) * weightedQuality
  return {
    composite,
    simNorm,
    rovNorm: 0,
    boost: codeBoost,
    lowerBound,
    passesThreshold,
    weightedQuality,
  }
}

function rankVideoArticle(
  simNorm: number,
  lowerBound: number,
  passesThreshold: boolean,
  item: VideoMatchEnrichedVO,
  params: RankingParams,
): ScoreBreakdown {
  // 按维度独立 boost：优先取 boostsByCode[configCode]，回退维度默认值，未知维度用 deconstructBoost
  const codeBoost = item.configCode
    ? (params.boostsByCode?.[item.configCode] ?? getDefaultBoostForCode(item.configCode))
    : params.deconstructBoost

  // ARTICLE 模态：优先用质量分（read/open/fission），无质量数据时退化为纯 sim
  if (item.modality === 'ARTICLE') {
    const qs = item.signals?.quality
    if (qs?.hasData && qs.readScore != null && qs.openScore != null && qs.fissionScore != null) {
      const qualTotalW = params.wRead + params.wOpen + params.wFission || 1
      const qualityScore = (params.wRead * qs.readScore
        + params.wOpen * qs.openScore
        + params.wFission * qs.fissionScore) / qualTotalW
      const composite = params.alpha * codeBoost * simNorm + (1 - params.alpha) * qualityScore
      return { composite, simNorm, rovNorm: 0, boost: codeBoost, lowerBound, passesThreshold, weightedQuality: qualityScore }
    }
    // 无质量数据 → 纯 sim
    return { composite: codeBoost * params.alpha * simNorm, simNorm, rovNorm: 0, boost: codeBoost, lowerBound, passesThreshold }
  }

  // WP2: 读 signals.rov，兼容旧 videoDetail.rov
  const rov = item.signals?.rov ?? undefined
  const hasRov = rov != null && Number.isFinite(rov)

  if (!hasRov) {
    const composite = codeBoost * params.alpha * simNorm
    return { composite, simNorm, rovNorm: 0, boost: codeBoost, lowerBound, passesThreshold }
  }

  const rovDenom = params.rovClipHigh - params.rovClipLow
  const rovNorm = rovDenom > 0 ? clip01((rov - params.rovClipLow) / rovDenom) : 0
  const composite = params.alpha * codeBoost * simNorm + (1 - params.alpha) * rovNorm
  return { composite, simNorm, rovNorm, boost: codeBoost, lowerBound, passesThreshold, weightedQuality: rovNorm }
}

const STORAGE_KEY = 'vector_recall_ranking_params'
/** 维度 boost 默认值变更版本；升级后清理旧版 localStorage 脏数据 */
const RANKING_STORAGE_VERSION = 3
const RANKING_VERSION_KEY = 'vector_recall_ranking_params_version'

/** 旧版 UI 常见落盘值（deconstructBoost 兜底 / 批量微调），不等于新版维度默认时应清除 */
const LEGACY_BOOST_SNAPSHOTS = new Set([0.55, 0.6, 0.65, 1.0])

function clampBoost(v: number): number {
  return Math.max(BOOST_MIN, Math.min(BOOST_MAX, v))
}

function sanitizeBoostsByCode(boosts: Record<string, number> | undefined): Record<string, number> {
  if (!boosts) return {}
  const next: Record<string, number> = {}
  for (const [code, val] of Object.entries(boosts)) {
    if (!Number.isFinite(val)) continue
    const expected = getDefaultBoostForCode(code)
    // 保留用户真实自定义；清除旧版自动落盘的 0.6/0.65 等快照
    if (val === expected || !LEGACY_BOOST_SNAPSHOTS.has(val)) {
      next[code] = clampBoost(val)
    }
  }
  return next
}

function migrateDeconstructBoost(v: unknown): number {
  if (typeof v !== 'number' || !Number.isFinite(v)) return DEFAULT_RANKING_PARAMS.deconstructBoost
  // 旧版默认 1.0 → 新版默认 0.4
  if (v === 1.0) return DEFAULT_RANKING_PARAMS.deconstructBoost
  return clampBoost(v)
}

function loadFromStorage(): RankingParams {
  try {
    const raw = localStorage.getItem(STORAGE_KEY)
    if (!raw) return DEFAULT_RANKING_PARAMS
    const parsed = JSON.parse(raw) as Record<string, unknown>
    const storedVersion = Number(localStorage.getItem(RANKING_VERSION_KEY) || 0)
    const needsBoostMigration = storedVersion < RANKING_STORAGE_VERSION

    // WP2 迁移：rovP5/rovP95 → rovClipLow/rovClipHigh
    if (parsed.rovClipLow === undefined && typeof parsed.rovP5 === 'number') {
      parsed.rovClipLow = parsed.rovP5
    }
    if (parsed.rovClipHigh === undefined && typeof parsed.rovP95 === 'number') {
      parsed.rovClipHigh = parsed.rovP95
    }
    // 清理已迁移/废弃的字段，避免脏数据残留
    delete parsed.rovP5
    delete parsed.rovP95
    delete parsed.wSim
    delete parsed.wViral  // 旧版 3-weights → 新版 5-weights

    const boostsByCode = needsBoostMigration
      ? sanitizeBoostsByCode(parsed.boostsByCode as Record<string, number> | undefined)
      : ((parsed.boostsByCode as Record<string, number>) ?? {})

    const params = {
      ...DEFAULT_RANKING_PARAMS,
      ...parsed,
      boostsByCode,
      deconstructBoost: needsBoostMigration
        ? migrateDeconstructBoost(parsed.deconstructBoost)
        : clampBoost(
            typeof parsed.deconstructBoost === 'number'
              ? parsed.deconstructBoost
              : DEFAULT_RANKING_PARAMS.deconstructBoost,
          ),
      simThresholdsByCode:
        (parsed.simThresholdsByCode as Record<string, number>) ?? {},
    } as RankingParams

    if (needsBoostMigration) {
      localStorage.setItem(RANKING_VERSION_KEY, String(RANKING_STORAGE_VERSION))
    }

    return params
  } catch {
    return DEFAULT_RANKING_PARAMS
  }
}

function saveToStorage(p: RankingParams) {
  try {
    localStorage.setItem(STORAGE_KEY, JSON.stringify(p))
    localStorage.setItem(RANKING_VERSION_KEY, String(RANKING_STORAGE_VERSION))
  } catch {
    // localStorage 失败时静默，当次会话仍可用
  }
}

/** 展开 boostsByCode：未单独配置的 configCode 使用维度默认值 */
export function expandRankingBoosts(r: RankingParams, codes: string[]): RankingParams {
  const expanded: Record<string, number> = { ...r.boostsByCode }
  for (const code of codes) {
    if (!(code in expanded)) expanded[code] = getDefaultBoostForCode(code)
  }
  return { ...r, boostsByCode: expanded }
}

/** 召回请求用精排参数：展开维度 boost + 完整字段 */
export function rankingForRequest(r: RankingParams, codes: string[]): RankingParams {
  return toRankingPayload(expandRankingBoosts(r, codes))
}

/** 随召回请求提交的精排参数（字段与后端 RankingSpec 对齐） */
export function toRankingPayload(params: RankingParams): RankingParams {
  return {
    simThreshold: params.simThreshold,
    simThresholdsByCode: params.simThresholdsByCode ?? {},
    rovClipLow: params.rovClipLow,
    rovClipHigh: params.rovClipHigh,
    alpha: params.alpha,
    deconstructBoost: params.deconstructBoost,
    boostsByCode: params.boostsByCode ?? {},
    wCtr: params.wCtr,
    wCvr: params.wCvr,
    wRoi: params.wRoi,
    wOpenRate: params.wOpenRate,
    wFissionRate: params.wFissionRate,
    materialMissingStrategy: params.materialMissingStrategy,
    wRead: params.wRead,
    wOpen: params.wOpen,
    wFission: params.wFission,
  }
}

export function useRankingParams(): [RankingParams, (next: RankingParams) => void] {
  const [params, setParams] = useState<RankingParams>(() => loadFromStorage())
  useEffect(() => {
    saveToStorage(params)
  }, [params])
  return [params, setParams]
}