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// @namespace    https://tampermonkey.net/
// @version      16.0
// @match        https://nhentai.net/*
// @grant        GM_setValue
// @grant        GM_getValue
// @run-at       document-end
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(function() {
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    // ВСТАВЬ СЮДА СОДЕРЖИМОЕ ФАЙЛА model_bundle.json:
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        "speechless", "textless", "colorized", "decensored", "uncensored",
        "doujinshi", "manga", "western", "non-h", "anthology", "full_color",
        "multi_work_series", "incomplete", "redraw", "webtoon", "comic",
        "mosaic_censorship", "tankoubon", "digital"
    ]);

    // Загружаем модель и постоянный кэш тегов из локального хранилища Tampermonkey
    let model = GM_getValue('nh_ml_model', PREBUILT_MODEL);
    if (PREBUILT_MODEL.favIds.length > model.favIds.length) {
        model = PREBUILT_MODEL;
        GM_setValue('nh_ml_model', model);
    }

    const favIdsSet = new Set(model.favIds);
    const persistentTagsCache = GM_getValue('nh_tags_cache', {});

    let isProcessing = false;
    let lastUrl = window.location.href;

    function cleanTagName(name) {
        if (!name) return "";
        return String(name)
            .replace(/\d+[\.\d]*[kKmM]?/g, "")
            .trim()
            .toLowerCase()
            .replace(/[^\w\s-]/g, "")
            .replace(/[\s-]+/g, "_")
            .replace(/^_+|_+$/g, "");
    }

    function extractTagSet(tagsList) {
        const tokens = new Set();
        for (const t of tagsList) {
            const rawName = cleanTagName(t.name);
            const rawType = String(t.type || "").trim().toLowerCase();

            if (["artist", "group", "language", "category", "page", "parody", "character"].some(w => rawType.includes(w))) {
                continue;
            }
            if (STOP_WORDS.has(rawName) || rawName.length < 2 || /^\d+$/.test(rawName)) {
                continue;
            }
            tokens.add(rawName);
        }
        return Array.from(tokens);
    }

    // Точная копия математического ядра из Python (Fetish Affinity + KNN)
    function calculateFetishScore(cTagsArray) {
        if (!cTagsArray || cTagsArray.length === 0) return 0.0;

        const weights = model.weights;
        const cSet = new Set(cTagsArray);

        const matchedWeights = [];
        for (const t of cSet) {
            if (weights[t] !== undefined) {
                matchedWeights.push(weights[t]);
            }
        }
        if (matchedWeights.length === 0) return 0.0;

        matchedWeights.sort((a, b) => b - a);

        // 1. Ядро фетишей (ТОП-4 самых весомых совпавших тега)
        const topMatchedSum = matchedWeights.slice(0, 4).reduce((a, b) => a + b, 0);
        const affinityRatio = Math.min(1.0, topMatchedSum / (model.ideal || 10.0));

        // 2. KNN по всем тайтлам избранного
        const knnSims = [];
        let cTotalWeight = 0;
        for (const t of cSet) {
            cTotalWeight += (weights[t] !== undefined ? weights[t] : 0.4);
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        for (const fList of model.favSets) {
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            let fWeight = 0;
            let hasCommon = false;

            for (const ft of fList) {
                const w = weights[ft] || 0.3;
                fWeight += w;
                if (cSet.has(ft)) {
                    commonWeight += w;
                    hasCommon = true;
                }
            }

            if (!hasCommon) continue;

            const denom = Math.min(cTotalWeight, fWeight) * 0.65 + Math.max(cTotalWeight, fWeight) * 0.35;
            if (denom > 0) {
                knnSims.push(commonWeight / denom);
            }
        }

        let topKnn = 0.0;
        if (knnSims.length > 0) {
            knnSims.sort((a, b) => b - a);
            const top5 = knnSims.slice(0, 5);
            topKnn = top5.reduce((a, b) => a + b, 0) / top5.length;
        }

        const finalScore = (0.65 * affinityRatio + 0.35 * Math.min(1.0, topKnn * 1.4)) * 100.0;
        return Math.round(Math.min(99.9, finalScore) * 10) / 10;
    }

    function createUi() {
        if (document.getElementById('ml-panel')) return;

        const panel = document.createElement('div');
        panel.id = 'ml-panel';
        panel.style.cssText = `
            position: fixed;
            bottom: 16px;
            right: 16px;
            z-index: 1000000;
            display: flex;
            align-items: center;
            background: rgba(24, 24, 24, 0.95);
            border: 2px solid #ed2553;
            border-radius: 28px;
            padding: 4px 8px;
            box-shadow: 0 4px 16px rgba(0,0,0,0.85);
            gap: 6px;
        `;

        const btn = document.createElement('button');
        btn.id = 'ml-launch-btn';
        btn.innerHTML = '⚡ Сортировать';
        btn.style.cssText = `
            background: #ed2553;
            color: #fff;
            border: none;
            padding: 8px 14px;
            border-radius: 20px;
            font-size: 12px;
            font-weight: bold;
            cursor: pointer;
        `;
        btn.onclick = () => runSort();

        const autoLabel = document.createElement('label');
        autoLabel.style.cssText = `
            color: #eee;
            font-size: 11px;
            font-weight: bold;
            margin-right: 4px;
            cursor: pointer;
            display: flex;
            align-items: center;
            gap: 4px;
            user-select: none;
        `;

        const autoCheckbox = document.createElement('input');
        autoCheckbox.type = 'checkbox';
        autoCheckbox.checked = GM_getValue('ml_auto_sort', false);
        autoCheckbox.onchange = (e) => {
            GM_setValue('ml_auto_sort', e.target.checked);
            if (e.target.checked) runSort();
        };

        autoLabel.appendChild(autoCheckbox);
        autoLabel.appendChild(document.createTextNode('Авто'));

        panel.appendChild(btn);
        panel.appendChild(autoLabel);
        document.body.appendChild(panel);
    }

    window.addEventListener('load', () => {
        createUi();
        if (GM_getValue('ml_auto_sort', false)) {
            setTimeout(() => runSort(), 600);
        }
    });

    setInterval(() => {
        if (window.location.href !== lastUrl) {
            lastUrl = window.location.href;
            if (GM_getValue('ml_auto_sort', false)) {
                setTimeout(() => runSort(), 600);
            }
        }
    }, 500);

    const sleep = ms => new Promise(r => setTimeout(r, ms));

    async function fetchCleanTagsWithRetry(id, retries = 2) {
        if (persistentTagsCache[id]) {
            return persistentTagsCache[id];
        }

        for (let attempt = 0; attempt <= retries; attempt++) {
            try {
                const res = await fetch(`/g/${id}/`);
                if (res.status === 429) {
                    await sleep(1200 * (attempt + 1));
                    continue;
                }
                if (!res.ok) return [];

                const html = await res.text();
                const doc = new DOMParser().parseFromString(html, 'text/html');
                const rawTags = [];

                doc.querySelectorAll('#tags .tag-container').forEach(c => {
                    const type = c.innerText.trim().toLowerCase().split('\n')[0].replace(':', '');
                    c.querySelectorAll('.tags a .name').forEach(nameEl => {
                        rawTags.push({ type: type, name: nameEl.innerText.trim() });
                    });
                });

                const cleanTokens = extractTagSet(rawTags);
                if (cleanTokens.length > 0) {
                    persistentTagsCache[id] = cleanTokens;
                }
                return cleanTokens;
            } catch (e) {
                await sleep(500);
            }
        }
        return [];
    }

    function getBadgeColor(score) {
        if (score >= 70) return 'rgba(16, 185, 129, 0.95)'; // Изумрудный (Топ)
        if (score >= 45) return 'rgba(245, 158, 11, 0.95)'; // Оранжевый (Хороший)
        if (score >= 25) return 'rgba(237, 37, 83, 0.90)';  // Розово-красный (Слабый)
        return 'rgba(75, 85, 99, 0.85)';                    // Серый (Мимо)
    }

    async function runSort() {
        if (isProcessing) return;

        const containers = document.querySelectorAll('.container.index-container');
        const container = containers.length > 1 ? containers[containers.length - 1] : containers[0];
        if (!container) return;

        let allCards = Array.from(container.querySelectorAll('.gallery'));
        if (allCards.length === 0) return;

        if (allCards.length > 25) {
            const freshCards = allCards.filter(el => !el.dataset.mlPageVisited || el.dataset.mlPageVisited === window.location.href);
            allCards = freshCards.length > 0 ? freshCards.slice(-25) : allCards.slice(-25);
        }

        isProcessing = true;
        const btn = document.getElementById('ml-launch-btn');
        if (btn) btn.disabled = true;

        const items = [];
        const domMap = new Map();

        allCards.forEach(el => {
            el.dataset.mlPageVisited = window.location.href;
            const a = el.querySelector('a.cover');
            if (!a) return;
            const m = a.getAttribute('href').match(/\/g\/(\d+)\//);
            if (!m) return;
            const id = parseInt(m[1]);

            items.push({ id });
            domMap.set(id, el);
        });

        const batchSize = 4;
        const ranked = [];
        let done = 0;
        let cacheDirty = false;

        for (let i = 0; i < items.length; i += batchSize) {
            const batch = items.slice(i, i + batchSize);
            const needNetwork = batch.some(item => !persistentTagsCache[item.id]);

            const batchResults = await Promise.all(batch.map(async item => {
                const isCached = Boolean(persistentTagsCache[item.id]);
                const cTags = await fetchCleanTagsWithRetry(item.id);
                if (!isCached && cTags.length > 0) cacheDirty = true;

                const isFav = favIdsSet.has(item.id);
                const score = isFav ? 100.0 : calculateFetishScore(cTags);
                return { id: item.id, score, isFav };
            }));

            ranked.push(...batchResults);
            done += batch.length;
            if (btn) btn.innerText = `⏳ (${done}/${items.length})...`;

            if (needNetwork) {
                await sleep(220);
            }
        }

        if (cacheDirty) {
            GM_setValue('nh_tags_cache', persistentTagsCache);
        }

        // Сортируем прямо в браузере
        ranked.sort((a, b) => b.score - a.score);

        ranked.forEach(item => {
            const el = domMap.get(item.id);
            if (!el) return;

            let badge = el.querySelector('.ml-match-badge');
            if (!badge) {
                badge = document.createElement('div');
                badge.className = 'ml-match-badge';
                const coverLink = el.querySelector('a.cover');
                if (coverLink) {
                    coverLink.style.position = 'relative';
                    coverLink.appendChild(badge);
                }
            }

            badge.style.cssText = `
                position: absolute;
                top: 6px;
                left: 6px;
                background: ${getBadgeColor(item.score)};
                color: #fff;
                font-size: 11px;
                font-weight: bold;
                padding: 3px 8px;
                border-radius: 5px;
                z-index: 10;
                box-shadow: 0 2px 6px rgba(0,0,0,0.7);
            `;
            badge.innerText = item.isFav ? `★ В избранном` : `${item.score}% матч`;

            container.appendChild(el);
        });

        if (btn) {
            btn.innerText = '⚡ Сортировать';
            btn.disabled = false;
        }
        isProcessing = false;
    }
})();