// Spectra Recommendation Engine
// Steerable suggestions, recency biasing, topic diversity balancing, and strict no-repeats guarantee

import { searchYouTube } from "./youtube.js";

export function calculateRecencyScore(publishedAt, recencyBias = "recent") {
  const now = Date.now();
  const pubTime = new Date(publishedAt).getTime();
  const ageDays = Math.max(0, (now - pubTime) / (1000 * 60 * 60 * 24));

  let baseMultiplier = 1.0;
  if (ageDays <= 2) {
    baseMultiplier = 2.5;
  } else if (ageDays <= 7) {
    baseMultiplier = 2.0;
  } else if (ageDays <= 30) {
    baseMultiplier = 1.5;
  } else if (ageDays <= 90) {
    baseMultiplier = 1.1;
  } else if (ageDays <= 365) {
    baseMultiplier = 0.8;
  } else {
    baseMultiplier = 0.5;
  }

  // Bias tuning
  if (recencyBias === "ultra_fresh") {
    if (ageDays > 3) return 0.1;
    return baseMultiplier * 2.0;
  } else if (recencyBias === "fresh") {
    if (ageDays > 14) return 0.2;
    return baseMultiplier * 1.5;
  } else if (recencyBias === "broad") {
    return Math.max(0.7, baseMultiplier);
  } else if (recencyBias === "any") {
    return 1.0;
  }

  return baseMultiplier;
}

export function generateRecommendationReason(video, topic, feedbackForChannel) {
  if (feedbackForChannel === "thumbs_up") {
    return `⭐ Highly rated creator: ${video.channel}`;
  }
  if (topic && topic.type === "person") {
    return `👤 Featured creator: ${topic.name}`;
  }
  const now = Date.now();
  const pubTime = new Date(video.published_at).getTime();
  const ageDays = (now - pubTime) / (1000 * 60 * 60 * 24);

  if (ageDays <= 3) {
    return `🔥 Fresh release in ${topic ? topic.name : "your interests"}`;
  }
  if (topic && topic.weight > 1.2) {
    return `🎯 Steered by your upvotes on ${topic.name}`;
  }
  return `✨ Curated for ${topic ? topic.name : "you"}`;
}

export async function generateSuggestions(db, options = {}) {
  const {
    limit = 12,
    topicFilter = null,
    fetchLive = true,
    forceFresh = false
  } = options;

  const settings = db.getSettings();
  const recencyBias = settings.recency_bias || "recent";

  // 1. Get active topics
  let activeTopics = db.getActiveTopics();
  if (topicFilter) {
    activeTopics = activeTopics.filter(t => t.id === topicFilter);
  }
  if (activeTopics.length === 0) {
    activeTopics = db.getTopics().slice(0, 4);
  }

  // 2. Load seen video IDs (to strictly enforce NO REPEATS)
  const seenIds = db.getSeenVideoIds();

  // 3. Channel feedback affinity map
  const allFeedback = db.getFeedback();
  const channelFeedbackMap = {};
  for (const fb of allFeedback) {
    if (fb.channel) {
      // most recent feedback wins
      if (!channelFeedbackMap[fb.channel.toLowerCase()]) {
        channelFeedbackMap[fb.channel.toLowerCase()] = fb.action;
      }
    }
  }

  // 4. Optionally fetch live YouTube results to supplement local catalog
  if (fetchLive) {
    // Pick 2-3 topics with highest weights to query live
    const queryTopics = [...activeTopics]
      .sort((a, b) => b.weight - a.weight)
      .slice(0, 3);

    for (const qt of queryTopics) {
      try {
        const liveItems = await searchYouTube(qt.query, {
          sort: "upload_date",
          timeout: 4000
        });

        for (const item of liveItems) {
          item.topic_id = qt.id;
          db.upsertVideo(item);
        }
      } catch (err) {
        // Silently continue if YouTube search encounters a glitch
      }
    }
  }

  // 5. Query all candidates from database
  const allDbVideos = db.getAllVideos();
  const candidates = [];

  for (const v of allDbVideos) {
    // A. Check if Big Noped
    if (db.isNoped(v.id, v.channel, v.title)) {
      continue;
    }

    // B. Check if already seen (NO REPEATS)
    if (!forceFresh && seenIds.has(v.id)) {
      continue;
    }

    // C. Check if topic is active
    let matchedTopic = activeTopics.find(t => t.id === v.topic_id);
    if (!matchedTopic && !topicFilter) {
      // Fallback matching by keyword
      matchedTopic = activeTopics[0];
    }
    if (!matchedTopic && topicFilter) {
      continue;
    }

    // Calculate score
    const topicWeight = matchedTopic ? matchedTopic.weight : 1.0;
    const recencyMult = calculateRecencyScore(v.published_at, recencyBias);

    let channelBonus = 0;
    const chFeedback = channelFeedbackMap[v.channel?.toLowerCase()];
    if (chFeedback === "thumbs_up") channelBonus = 3.0;
    if (chFeedback === "thumbs_down") channelBonus = -2.0;

    // Small random jitter (0 to 0.4) to provide variation among ties
    const jitter = Math.random() * 0.4;

    const totalScore = (topicWeight * 2.0 + channelBonus + jitter) * recencyMult;

    candidates.push({
      ...v,
      topic_name: matchedTopic ? matchedTopic.name : "General",
      topic_id: matchedTopic ? matchedTopic.id : v.topic_id,
      score: totalScore,
      why_suggested: generateRecommendationReason(v, matchedTopic, chFeedback)
    });
  }

  // 6. Balance across topics to ensure a diverse spread over interesting topics & people
  // Sort candidates by score descending
  candidates.sort((a, b) => b.score - a.score);

  const selected = [];
  const selectedIds = new Set();
  const topicCounts = {};

  // First pass: pick best video per topic (max 2 per topic)
  for (const item of candidates) {
    if (selected.length >= limit) break;
    const count = topicCounts[item.topic_id] || 0;
    if (count < 2) {
      selected.push(item);
      selectedIds.add(item.id);
      topicCounts[item.topic_id] = count + 1;
    }
  }

  // Second pass: fill remainder with highest scoring remaining videos
  if (selected.length < limit) {
    for (const item of candidates) {
      if (selected.length >= limit) break;
      if (!selectedIds.has(item.id)) {
        selected.push(item);
        selectedIds.add(item.id);
      }
    }
  }

  // If still fewer than limit (e.g. all seen or small seed), fallback to top candidates regardless of seen if forceFresh
  if (selected.length === 0 && candidates.length === 0 && seenIds.size > 0) {
    // If every video has been seen, return a notification or top un-noped items
    const allFallback = allDbVideos.filter(v => !db.isNoped(v.id, v.channel, v.title));
    for (const item of allFallback.slice(0, limit)) {
      selected.push({
        ...item,
        topic_name: "Catalog",
        score: 1.0,
        why_suggested: "Restarted cycle from catalog"
      });
      selectedIds.add(item.id);
    }
  }

  // 7. Record selected videos as SEEN so they will never repeat
  const batchId = "batch-" + Date.now();
  db.recordSeenVideos([...selectedIds], batchId);

  return {
    batchId,
    recencyBias,
    totalSeen: db.getSeenCount(),
    count: selected.length,
    suggestions: selected
  };
}