diff --git a/configs/T5_tokenizer/tokenizer.json b/configs/T5_tokenizer/tokenizer.json
index c4df732..b075bdd 100644
--- a/configs/T5_tokenizer/tokenizer.json
+++ b/configs/T5_tokenizer/tokenizer.json
@@ -358889,669138 +358889,4 @@
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-        "▁דור",
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-        "য়ার",
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-        "▁fotel",
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-        "を紹介します",
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-        "havet",
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-        "міш",
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-        "▁Slov",
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-        "dny",
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-        "업계",
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-        "ຽ",
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-        "▁выигрыш",
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-        "▁buraya",
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-        "āja",
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-        "▁ryby",
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-        "▁ΕΛ",
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-        "▁Nguyen",
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-        "▁এস",
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-        "heer",
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-        "uszka",
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-        "noticias",
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-        "▁αυτοί",
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-        "онова",
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-        "ruth",
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-        "▁Τρι",
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-        "astus",
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-        "plicht",
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-        "λπ",
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-        "▁ног",
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-        "▁අන",
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-        "▁تحرير",
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-        "tender",
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-        "▁tomorrow",
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-        "▁सम्मान",
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-        "klep",
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-        "▁hankki",
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-        "かれる",
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-        "ानी",
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-        "ENDO",
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-        "sætte",
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-        "▁დრო",
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-        "▁estudia",
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-        "รายการ",
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-        "▁Pete",
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-        "▁kontant",
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-        "▁začel",
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-        "ctic",
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-        "▁darunter",
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-        "▁Així",
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-        "▁маска",
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-        "ваща",
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-        "▁المنام",
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-        "▁finalul",
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-        "▁מומלץ",
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-        "▁повышения",
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-        "▁anunţat",
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-        "▁تعدادی",
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-        "тә",
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-        "mē",
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-        "拳",
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-        "▁खुश",
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-        "sweise",
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-        "涙",
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-        "팩",
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-        "bore",
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-      [
-        "piri",
-        -14.005459785461426
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-        "рози",
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-        "▁പറഞ്ഞു",
-        -14.005467414855955
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-        "▁الأف",
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-        "Cara",
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-        "heq",
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-        "flați",
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-        "▁configur",
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-        "eshme",
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-        "▁kesän",
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-        "hif",
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-        "▁FINAN",
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-        "▁свако",
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-        "ியல்",
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-        "zë",
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-      [
-        "▁อย่าง",
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-        "▁gouden",
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-        "▁stevige",
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-        "ÔNG",
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-        "börsen",
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-        "▁بدلا",
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-        "ічне",
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-        "▁بض",
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-        "něji",
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-        "torc",
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-        "éru",
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-        "▁precisione",
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-        "▁Lanc",
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-        "碧",
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-        "اخوان",
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-        "▁liberar",
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-        "▁memak",
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-        "▁pajas",
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-        "▁verhoogd",
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-        "▁معنوی",
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-        "trigger",
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-        "еса",
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-        "▁balcone",
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-        "▁incerc",
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-        "▁revistas",
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-        "▁עבודת",
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-        "▁budżet",
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-        "にしました",
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-        "▁szexuális",
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-        "▁зможуть",
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-        "▁наступні",
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-        "▁vlhk",
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-        "▁дружб",
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-        "▁championnat",
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-        "▁すべての",
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-        "▁southern",
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-        "▁Applied",
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-        "▁credincio",
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-        "▁Poids",
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-        "▁mulla",
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-        "▁classi",
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-        "cargo",
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-        "▁نگهبان",
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-        "▁Олексій",
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-        "sement",
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-        "έχρι",
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-        "▁מוצר",
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-        "▁informację",
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-        "▁palais",
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-        "▁Französisch",
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-        "▁Atlantis",
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-        "▁battut",
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-        "▁bensin",
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-        "▁grados",
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-        "▁Dossier",
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-        "kangas",
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-        "▁taide",
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-        "▁betalning",
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-        "▁instalaci",
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-        "▁компоненти",
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-        "▁attori",
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-        "خواهد",
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-        "▁неделя",
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-        "ட்டா",
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-        "▁ყ",
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-        "▁soepel",
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-        "▁تقارير",
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-        "mich",
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-        "▁Αγρ",
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-        "▁målgruppe",
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-        "▁Jacke",
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-        "語の",
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-        "eifen",
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-        "ieša",
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-        "▁kernel",
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-        "koek",
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-        "▁scazut",
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-        "netje",
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-        "▁Adnan",
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-        "▁הברית",
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-        "▁Cavalier",
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-        "▁lewe",
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-        "▁מתכו",
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-        "carga",
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-        "▁Technické",
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-        "jab",
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-        "▁السياق",
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-        "▁tillgänglighet",
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-        "▁oarec",
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-        "игур",
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-        "▁Dabar",
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-        "▁Северо",
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-        "mbovi",
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-        "▁вираз",
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-        "▁Ranska",
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-        "endrer",
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-        "åbning",
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-        "▁нашими",
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-        "▁zaci",
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-        "▁Lösch",
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-        "värme",
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-        "▁дочер",
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-        "▁Vini",
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-        "▁zauważył",
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-        "▁izni",
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-        "сады",
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-      [
-        "nejsi",
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-        "eBay",
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-        "ныне",
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-        "▁življenja",
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-        "verplichting",
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-        "trading",
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-        "μω",
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-        "واخر",
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-        "håb",
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-      [
-        "▁ucha",
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-        "★★",
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-        "któl",
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-        "▁koht",
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-        "▁ontslag",
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-        "llut",
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-        "пива",
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-        "alavera",
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-        "メールアドレス",
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-        "Ֆ",
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-        "▁wniosków",
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-        "▁اندونيسيا",
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-        "▁Μουσείο",
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-        "▁judici",
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-        "▁jakąś",
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-        "▁εκπαίδευση",
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-        "▁medžiagų",
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-        "▁сімей",
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-        "явився",
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-        "▁কেন",
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-        "воды",
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-        "▁aldığınız",
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-        "luğ",
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-        "bláz",
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-        "▁пече",
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-        "ाजी",
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-        "▁inovador",
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-        "▁переп",
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-        "▁metodă",
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-        "▁iespēju",
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-        "▁bölümde",
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-        "จะไม่",
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-        "▁öğrenildi",
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-        "hiều",
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-        "הוא",
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-        "▁הצליח",
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-        "bado",
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-        "stoßen",
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-        "óny",
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-        "▁automatica",
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-        "▁Brave",
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-        "▁намуд",
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-        "▁ilerle",
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-        "▁dotat",
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-        "▁teplé",
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-        "▁stigende",
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-        "Vac",
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-        "ridal",
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-        "ένι",
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-        "▁skóre",
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-        "hốt",
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-        "▁personlighet",
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-        "▁parmak",
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-        "biljetter",
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-        "rmbånd",
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-        "▁infectat",
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-        "hromaž",
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-        "▁توقيع",
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-        "▁príznak",
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-        "pem",
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-      [
-        "styd",
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-      [
-        "uruş",
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-        "▁Studen",
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-        "loot",
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-        "紹介する",
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-        "▁Musím",
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-        "▁хари",
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-        "▁التمويل",
-        -14.012406349182127
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-        "▁coppie",
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-        "uwi",
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-        "▁Iba",
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-        "חזיק",
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-        "▁Artikl",
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-        "▁Palatul",
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-        "▁לשנות",
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-        "▁المرة",
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-      [
-        "▁Yü",
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-        "▁pidi",
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-        "▁Leilighet",
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-        "▁klubi",
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-        "pomoc",
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-        "▁pięciu",
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-        "▁aquello",
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-        "▁грамм",
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-      [
-        "▁שאי",
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-      [
-        "▁الفلسطينيين",
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-        "▁töröl",
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-        "▁bærer",
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-        "غلي",
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-        "▁ascens",
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-        "▁поведения",
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-        "▁trains",
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-        "آلية",
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-        "struck",
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-        "aikšt",
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-        "▁продолжа",
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-        "▁cartu",
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-        "лине",
-        -14.012567520141602
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-        "▁adta",
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-        "▁nyaman",
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-        "ίδου",
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-      [
-        "ストリ",
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-        "눈",
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-        "esterno",
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-        "kær",
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-        "flamm",
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-      [
-        "▁מלונות",
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-      [
-        "▁Conclusion",
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-      [
-        "møde",
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-        "▁קצ",
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-        "sero",
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-        "keleti",
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-        "Label",
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-        "▁मात्रा",
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-        "увањето",
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-        "▁sbírk",
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-        "аторов",
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-        "▁yayınla",
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-        "▁obert",
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-        "plastic",
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-        "▁Zipp",
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-        "čera",
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-      [
-        "りや",
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-      [
-        "여성",
-        -14.012797355651855
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-      [
-        "▁زوجها",
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-        "▁punkti",
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-        "νσης",
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-        "▁Siren",
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-        "ையின்",
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-        "kimo",
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-      [
-        "ediamo",
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-        "▁веома",
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-      [
-        "▁майбутнє",
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-        "aritza",
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-        "▁normala",
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-        "▁breder",
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-      [
-        "▁Estud",
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-      [
-        "χημα",
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-        "▁berühmte",
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-        "▁jerez",
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-        "▁agenzie",
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-        "▁rzadko",
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-      [
-        "استبدال",
-        -14.013026237487791
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-      [
-        "▁Anuncio",
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-      [
-        "▁الکتریکی",
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-        "▁acceler",
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-      [
-        "▁Anger",
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-      [
-        "▁zatrudnienia",
-        -14.013044357299805
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-      [
-        "мақ",
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-      [
-        "▁المعا",
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-        "ковский",
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-      [
-        "▁налага",
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-      [
-        "следить",
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-      [
-        "▁tryg",
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-      [
-        "musi",
-        -14.013080596923828
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-      [
-        "▁жылда",
-        -14.013086318969728
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-      [
-        "▁полк",
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-      [
-        "▁общения",
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-      [
-        "▁стоял",
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-      [
-        "ajah",
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-        "فین",
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-      [
-        "работан",
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-        "▁helyzetben",
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-        "tanda",
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-        "iallo",
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-        "ITER",
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-        "▁Cooking",
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-      [
-        "أنا",
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-        "djup",
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-        "▁Kvinner",
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-        "▁вихов",
-        -14.013216972351074
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-        "▁ţar",
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-      [
-        "ప్పుడు",
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-        "▁knull",
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-        "angat",
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-        "ивно",
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-        "▁przyczep",
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-        "▁Vesti",
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-        "���������",
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-        "▁smlouvu",
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-        "▁Αιγαίο",
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-        "▁Hoà",
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-        "▁causada",
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-        "เทพ",
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-        "▁týdnu",
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-      [
-        "\u0007\u0005\u0006\b\u0005\u0007",
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-      [
-        "líd",
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-        "▁impid",
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-        "editar",
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-        "▁Světl",
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-        "frischen",
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-        "мирал",
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-        "WHITE",
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-        "iyyəti",
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-        "grepet",
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-        "▁بگ",
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-        "bokför",
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-        "жите",
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-        "▁emplacement",
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-        "نتاج",
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-        "合せ",
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-        "▁Stoj",
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-        "▁Sieger",
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-        "▁Messages",
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-        "еріал",
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-        "▁διορ",
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-        "scopi",
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-        "▁tarpeen",
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-        "▁Explora",
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-        "▁Московск",
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-        "▁mahdollise",
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-        "▁цінност",
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-        "kwit",
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-        "capsula",
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-        "▁въпроса",
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-        "▁yüzlerce",
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-        "▁kemenangan",
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-        "productie",
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-        "▁ছা",
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-        "stavbu",
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-        "festék",
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-        "метра",
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-        "▁համ",
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-      [
-        "▁Laik",
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-        "▁lentamente",
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-        "▁comprimento",
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-        "▁đan",
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-        "▁त्यांच्या",
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-        "▁cronica",
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-        "automatis",
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-        "همين",
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-        "▁Capsule",
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-        "▁нерухом",
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-        "xj",
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-        "▁mahi",
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-        "▁سراسری",
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-        "▁वृद्धि",
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-        "▁fucked",
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-        "▁orgánů",
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-        "ctive",
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-        "استفسار",
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-        "▁různými",
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-        "cule",
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-        "إصابة",
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-        "מצי",
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-        "▁starszych",
-        -14.022513389587402
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-        "▁軽",
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-        "▁объявление",
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-        "områdene",
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-        "▁комбинация",
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-        "yage",
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-        "▁oznámení",
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-        "▁תוצאות",
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-        "▁metru",
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-        "▁استطاع",
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-        "▁Mutlu",
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-        "verbot",
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-        "▁aláír",
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-        "▁betal",
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-        "▁Forskning",
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-        "▁şekil",
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-        "עמיד",
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-        "▁fiume",
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-        "▁участник",
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-        "trzymał",
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-        "▁любым",
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-        "▁மத",
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-        "oning",
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-        "▁Buscan",
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-        "▁Такая",
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-        "δείξει",
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-        "יחים",
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-        "▁محر",
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-        "▁finali",
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-        "▁فراوانی",
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-        "ումներ",
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-        "فخ",
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-        "サイク",
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-        "doos",
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-        "▁Asie",
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-        "கத்தில்",
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-        "zual",
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-        "ばし",
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-        "padła",
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-        "▁apres",
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-        "lovi",
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-        "ռու",
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-        "pacity",
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-        "dnie",
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-        "▁RADIO",
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-        "lined",
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-        "렬",
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-        "ڙ",
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-        "짧",
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-        "ﯾ",
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-        "▁Profesyonel",
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-        "▁communiquer",
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-        "▁Először",
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-        "▁darbības",
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-        "▁minería",
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-        "▁Lapse",
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-        "▁собрать",
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-        "▁firmą",
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-        "veți",
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-        "vecht",
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-        "fetto",
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-        "▁selvästi",
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-        "házban",
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-        "reč",
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-        "▁ull",
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-        "доров",
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-        "ئت",
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-        "Bölüm",
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-        "coperto",
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-        "Most",
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-        "লেও",
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-        "tīm",
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-        "лэгч",
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-        "мали",
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-        "ieniem",
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-        "▁boshqa",
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-        "ممارسات",
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-        "▁seuraavan",
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-        "▁استر",
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-        "▁கத",
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-        "▁medžiagos",
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-        "▁Valsts",
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-        "▁Téléphone",
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-        "virág",
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-        "▁Değişim",
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-        "▁sayfada",
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-        "▁nasprot",
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-        "▁assemble",
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-        "▁πρωτ",
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-        "torze",
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-        "▁emissions",
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-        "▁areál",
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-        "חפ",
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-        "▁przedszkola",
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-        "igis",
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-        "▁tkaniny",
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-        "んじゃない",
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-        "zion",
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-        "▁schaa",
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-        "Bis",
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-        "▁crow",
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-        "Cash",
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-        "うの",
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-        "buis",
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-        "атов",
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-        "▁keuzes",
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-        "▁dincolo",
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-        "▁rakkau",
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-        "▁zasla",
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-        "▁politiko",
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-        "אחורי",
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-        "грамм",
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-        "lastung",
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-        "сис",
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-        "BİL",
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-        "▁змінити",
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-        "▁сервиса",
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-        "فيات",
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-        "belag",
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-        "霍",
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-        "▁érzékeny",
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-        "був",
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-        "▁сборник",
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-        "szko",
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-        "պատասխան",
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-        "родолжительность",
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-        "ेह",
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-        "▁बिजली",
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-        "▁त्यांनी",
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-        "йш",
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-        "ియ",
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-        "latin",
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-        "▁بالاترین",
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-        "farina",
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-        "หล่",
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-        "をやって",
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-        "erī",
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-        "АРИ",
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-        "قطر",
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-        "want",
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-        "க்கான",
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-        "IDR",
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-        "▁baterij",
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-        "▁scénario",
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-        "▁makelaar",
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-        "reply",
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-        "▁हुन्छ",
-        -14.029341697692873
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-        "▁conditioning",
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-        "Астана",
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-        "▁apărea",
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-        "▁maddeler",
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-        "▁Австрали",
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-        "ahne",
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-        "▁threaten",
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-        "karu",
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-        "empia",
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-        "гуз",
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-        "▁Iceland",
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-        "ovicích",
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-        "▁convivial",
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-        "▁إِنَّ",
-        -14.029501914978027
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-        "дэх",
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-        "▁Lines",
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-        "viečia",
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-        "ルタ",
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-        "ภาษ",
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-        "▁milloin",
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-        "▁ottimizza",
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-        "باشند",
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-        "ыч",
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-        "ishwa",
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-        "мә",
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-        "▁Μελ",
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-        "▁Edição",
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-        "lses",
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-        "traits",
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-        "yano",
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-        "▁keegi",
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-        "▁wymagają",
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-        "▁evenals",
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-      [
-        "賽",
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-        "Prop",
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-        "▁Featured",
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-        "▁underbara",
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-        "▁политичк",
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-        "▁клиническ",
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-        "سفير",
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-        "paulo",
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-        "▁şehrinde",
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-        "▁направен",
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-        "вагу",
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-        "▁fide",
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-        "корд",
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-        "مرضى",
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-        "annuncio",
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-        "तार",
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-        "къ",
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-        "הא",
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-        "tutkimus",
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-        "zaman",
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-        "▁होत",
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-        "▁Vespa",
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-        "▁sjun",
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-        "▁pallon",
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-        "pomal",
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-        "teras",
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-        "فري",
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-        "▁chrání",
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-        "▁Heg",
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-        "reyn",
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-        "rakstīt",
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-        "▁monografi",
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-        "án",
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-        "▁ennél",
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-        "▁போட்டி",
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-        "▁Православн",
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-        "▁pouhý",
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-        "bice",
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-        "ERG",
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-        "▁სას",
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-        "▁Evolu",
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-        "▁personnelle",
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-        "▁Curi",
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-        "▁Methods",
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-        "svenska",
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-        "▁françaises",
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-        "닌",
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-        "センタ",
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-        "▁pictur",
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-        "▁Điể",
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-        "▁ғ",
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-      [
-        "хірург",
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-      [
-        "▁osteoporo",
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-        "κρίν",
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-        "▁Dimanche",
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-        "outěž",
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-        "▁Ardından",
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-        "nām",
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-        "▁gehaald",
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-        "izku",
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-        "emand",
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-        "▁مأ",
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-        "δείξεις",
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-        "iệ",
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-        "مواعيد",
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-        "vuutta",
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-        "voice",
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-        "зади",
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-        "▁thâ",
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-        "vidék",
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-        "ाक",
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-        "▁Çetin",
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-        "▁sexuální",
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-        "▁associé",
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-        "akımı",
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-        "▁използването",
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-        "rummer",
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-        "falu",
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-        "取り寄せ",
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-        "▁períodos",
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-        "laitoksen",
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-        "ижу",
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-        "MOC",
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-        "▁EUROPA",
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-        "▁membran",
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-        "ΕΡΙ",
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-        "▁piss",
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-        "τρέχ",
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-        "サングラス",
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-        "moor",
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-        "ésumé",
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-        "▁подробнее",
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-        "のかもしれません",
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-        "स्टार",
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-        "inox",
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-        "▁očekáva",
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-        "NDA",
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-        "▁покоління",
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-        "▁دغدغه",
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-        "▁چارچوب",
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-        "ისი",
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-        "sumi",
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-        "▁προϊόντος",
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-        "hrif",
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-        "فلي",
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-        "ديس",
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-        "▁словом",
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-        "ONY",
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-        "▁αγαπημέν",
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-        "▁Fæ",
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-        "▁Bülent",
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-        "▁पुरा",
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-        "rrë",
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-        "▁дебют",
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-        "cemos",
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-        "opportunité",
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-        "▁лента",
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-        "▁Калининград",
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-        "GST",
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-        "▁Telegraph",
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-        "▁Секрет",
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-        "liegen",
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-        "atlanul",
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-        "▁Cruiser",
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-        "ունք",
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-        "تعهد",
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-        "komsten",
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-        "nośn",
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-        "▁zálož",
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-        "▁Полтавськ",
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-        "▁kalo",
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-        "▁licenz",
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-        "▁gerçekleşti",
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-        "pić",
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-        "▁सामना",
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-        "িস্তা",
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-        "▁zuhan",
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-        "язани",
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-        "▁sabab",
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-        "▁متأ",
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-        "▁uży",
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-        "gót",
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-        "▁sikerül",
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-        "の負担",
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-        "hitz",
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-        "▁apparaît",
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-        "swerte",
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-        "▁feber",
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-        "▁mõtte",
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-        "▁parād",
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-        "▁szál",
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-        "▁زيارت",
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-        "プレゼン",
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-        "situatie",
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-        "ятник",
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-        "բան",
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-        "သေ",
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-        "▁boring",
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-        "▁dimensiones",
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-        "▁Ish",
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-        "▁dramati",
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-        "gande",
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-        "κάμ",
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-        "råds",
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-        "▁zamanlı",
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-        "taisiin",
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-        "▁pistas",
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-        "žnice",
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-        "صلب",
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-        "用い",
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-        "világot",
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-        "▁bato",
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-        "جاري",
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-        "▁गर्दै",
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-        "▁kezdve",
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-        "るわけ",
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-        "شاور",
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-        "adigan",
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-        "RAB",
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-        "▁تحولات",
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-        "ைத்த",
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-        "▁obowiąz",
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-        "▁jízdy",
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-        "▁karan",
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-        "▁تسا",
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-        "▁Kaina",
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-        "▁személyek",
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-        "ečné",
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-        "וריה",
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-        "ித",
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-        "pú",
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-        "nţei",
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-        "▁coloring",
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-      [
-        "▁Hygiene",
-        -14.033987998962402
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-      [
-        "▁dépose",
-        -14.033991813659668
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-      [
-        "▁langage",
-        -14.03399658203125
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-      [
-        "▁votação",
-        -14.0339994430542
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-      [
-        "▁Crisis",
-        -14.03400993347168
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-      [
-        "▁raspunde",
-        -14.034029006958008
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-      [
-        "RPA",
-        -14.03404140472412
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-      [
-        "UBI",
-        -14.03404140472412
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-      [
-        "▁generado",
-        -14.034048080444336
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-      [
-        "▁Hô",
-        -14.0340576171875
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-      [
-        "▁szczot",
-        -14.034083366394045
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-      [
-        "hors",
-        -14.034088134765623
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-      [
-        "▁Przede",
-        -14.034112930297852
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-      [
-        "▁соревнования",
-        -14.034117698669434
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-      [
-        "bava",
-        -14.0341215133667
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-      [
-        "ämpfer",
-        -14.034125328063965
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-      [
-        "▁werkzaam",
-        -14.034149169921877
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-      [
-        "▁вещество",
-        -14.03415298461914
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-      [
-        "bangsa",
-        -14.034159660339355
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-      [
-        "▁Sitemap",
-        -14.034174919128418
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-      [
-        "induced",
-        -14.034175872802734
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-      [
-        "ttamalla",
-        -14.034177780151367
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-      [
-        "▁Essas",
-        -14.034186363220217
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-      [
-        "เจ้าของ",
-        -14.034187316894531
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-      [
-        "▁κάπ",
-        -14.034205436706545
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-      [
-        "▁Convi",
-        -14.03421115875244
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-      [
-        "▁ruhsa",
-        -14.034219741821287
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-      [
-        "стам",
-        -14.034238815307615
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-      [
-        "▁saglabā",
-        -14.034244537353516
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-      [
-        "▁secol",
-        -14.034244537353516
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-      [
-        "ητό",
-        -14.034253120422363
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-      [
-        "дарының",
-        -14.034261703491213
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-      [
-        "▁şö",
-        -14.034268379211426
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-      [
-        "▁Fähigkeiten",
-        -14.034273147583008
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-      [
-        "afta",
-        -14.03427505493164
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-      [
-        "▁hallott",
-        -14.03427505493164
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-      [
-        "▁закри",
-        -14.03428554534912
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-      [
-        "▁кодекса",
-        -14.034286499023438
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-      [
-        "▁Tér",
-        -14.034294128417969
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-      [
-        "▁İnceleme",
-        -14.034310340881348
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-      [
-        "godne",
-        -14.03432559967041
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-      [
-        "▁ελληνικής",
-        -14.03432559967041
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-      [
-        "▁marocain",
-        -14.034330368041992
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-      [
-        "бирайте",
-        -14.03433322906494
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-      [
-        "▁kaygı",
-        -14.03433322906494
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-      [
-        "▁المطحنة",
-        -14.03433322906494
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-      [
-        "▁Depo",
-        -14.03433609008789
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-      [
-        "рян",
-        -14.034353256225586
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-      [
-        "مستمرة",
-        -14.034374237060549
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-      [
-        "kończyć",
-        -14.034375190734863
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-      [
-        "▁morgens",
-        -14.034378051757812
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-      [
-        "جای",
-        -14.034379005432127
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-      [
-        "▁Salem",
-        -14.034379959106444
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-      [
-        "▁zāles",
-        -14.034381866455078
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-      [
-        "▁calculation",
-        -14.034400939941406
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-      [
-        "▁пове",
-        -14.034401893615724
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-      [
-        "▁Lapa",
-        -14.034403800964355
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-      [
-        "と見",
-        -14.034405708312988
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-      [
-        "お待ちしております",
-        -14.034416198730469
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-      [
-        "כרו",
-        -14.03442668914795
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-      [
-        "givelse",
-        -14.034435272216797
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-      [
-        "▁Mercuri",
-        -14.034436225891112
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-      [
-        "▁speg",
-        -14.03444480895996
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-      [
-        "nonse",
-        -14.034453392028809
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-      [
-        "▁sozinho",
-        -14.034468650817873
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-      [
-        "▁керівника",
-        -14.03449535369873
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-      [
-        "▁Rates",
-        -14.034517288208008
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-      [
-        "▁kommunist",
-        -14.034533500671388
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-      [
-        "▁geriausia",
-        -14.034536361694336
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-      [
-        "あまりに",
-        -14.0345458984375
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-      [
-        "глежда",
-        -14.034552574157717
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-      [
-        "▁Jeunes",
-        -14.03456211090088
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-      [
-        "▁обоснован",
-        -14.034575462341309
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-      [
-        "▁impegna",
-        -14.034587860107422
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-      [
-        "lenka",
-        -14.034597396850586
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-      [
-        "▁weiger",
-        -14.034605979919434
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-      [
-        "λάμ",
-        -14.034608840942385
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-      [
-        "ราว",
-        -14.034608840942385
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-      [
-        "дү",
-        -14.034610748291016
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-      [
-        "▁estrela",
-        -14.034628868103027
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-      [
-        "โรคสะเก็ดเงิน",
-        -14.03463363647461
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-      [
-        "▁Teixeira",
-        -14.03463363647461
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-      [
-        "isure",
-        -14.03463649749756
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-      [
-        "▁парфюм",
-        -14.03464412689209
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-      [
-        "▁synth",
-        -14.034647941589355
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-      [
-        "▁Šia",
-        -14.034650802612305
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-      [
-        "▁Attenzione",
-        -14.034655570983888
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-      [
-        "▁vērtīb",
-        -14.03468418121338
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-      [
-        "zaba",
-        -14.034685134887695
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-      [
-        "▁استخر",
-        -14.034687042236328
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-      [
-        "▁Krakow",
-        -14.03469467163086
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-      [
-        "▁wzięł",
-        -14.034700393676758
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-      [
-        "ுக்",
-        -14.034703254699709
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-      [
-        "▁аукцион",
-        -14.034713745117188
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-      [
-        "futa",
-        -14.034714698791504
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-      [
-        "페이",
-        -14.034720420837402
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-      [
-        "्भ",
-        -14.034724235534668
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-      [
-        "▁gelişmesi",
-        -14.03472900390625
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-      [
-        "▁informativa",
-        -14.03472900390625
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-      [
-        "istys",
-        -14.0347318649292
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-      [
-        "▁inriktning",
-        -14.034746170043944
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-      [
-        "▁aanrader",
-        -14.034751892089844
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-      [
-        "▁informatic",
-        -14.034751892089844
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-      [
-        "gii",
-        -14.034760475158691
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-      [
-        "виден",
-        -14.034783363342283
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-      [
-        "▁pomůck",
-        -14.034795761108398
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-      [
-        "▁bollen",
-        -14.034796714782717
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-      [
-        "▁الكم",
-        -14.034796714782717
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-      [
-        "▁açmak",
-        -14.034810066223145
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-      [
-        "▁encabeza",
-        -14.034833908081056
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-      [
-        "inhalt",
-        -14.034836769104004
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-      [
-        "preview",
-        -14.034852981567385
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-      [
-        "šno",
-        -14.03486442565918
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-      [
-        "▁čekat",
-        -14.034875869750977
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-      [
-        "▁emergenza",
-        -14.03488063812256
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-      [
-        "▁Oroszország",
-        -14.034887313842772
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-      [
-        "▁défis",
-        -14.034890174865724
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-      [
-        "えません",
-        -14.034896850585938
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-      [
-        "щает",
-        -14.03490161895752
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-      [
-        "▁литр",
-        -14.034920692443848
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-      [
-        "▁myöh",
-        -14.03492546081543
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-      [
-        "ambia",
-        -14.034926414489746
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-      [
-        "▁rozm",
-        -14.034926414489746
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-      [
-        "ткі",
-        -14.034930229187012
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-      [
-        "году",
-        -14.03493881225586
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-      [
-        "▁pagkaka",
-        -14.034945487976074
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-      [
-        "▁Tanger",
-        -14.034955978393556
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-      [
-        "▁Bride",
-        -14.034963607788086
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-      [
-        "▁postupu",
-        -14.034964561462402
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-      [
-        "мини",
-        -14.034969329833984
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-      [
-        "ুদ্ধ",
-        -14.034993171691896
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-      [
-        "▁pesan",
-        -14.034993171691896
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-      [
-        "▁зерна",
-        -14.035009384155272
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-      [
-        "▁skratt",
-        -14.035019874572754
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-      [
-        "ന്നും",
-        -14.035033226013184
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-      [
-        "▁ogrodow",
-        -14.035049438476562
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-      [
-        "思っております",
-        -14.035052299499512
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-      [
-        "▁igre",
-        -14.035053253173828
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-      [
-        "egger",
-        -14.035054206848145
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-      [
-        "▁omej",
-        -14.035061836242676
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-      [
-        "▁Anlass",
-        -14.035064697265623
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-      [
-        "▁clav",
-        -14.035066604614258
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-      [
-        "djoint",
-        -14.035077095031738
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-      [
-        "дрена",
-        -14.035088539123535
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-      [
-        "▁zámku",
-        -14.035097122192385
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-      [
-        "▁Aster",
-        -14.035103797912598
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-      [
-        "▁الهواتف",
-        -14.03512477874756
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-      [
-        "▁inspe",
-        -14.035131454467772
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-      [
-        "▁riportato",
-        -14.035131454467772
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-      [
-        "anlyn",
-        -14.03513240814209
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-      [
-        "ıtma",
-        -14.035134315490724
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-      [
-        "▁предизвика",
-        -14.035140991210938
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-      [
-        "prezzo",
-        -14.035146713256836
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-      [
-        "männen",
-        -14.03515338897705
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-      [
-        "secure",
-        -14.035157203674316
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-      [
-        "▁заключения",
-        -14.035162925720217
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-      [
-        "\u0006\u0007。",
-        -14.03518772125244
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-      [
-        "▁prikke",
-        -14.035204887390137
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-      [
-        "orilor",
-        -14.03521728515625
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-      [
-        "ičce",
-        -14.035228729248049
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-      [
-        "シミュレーション",
-        -14.035237312316896
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-      [
-        "َأ",
-        -14.035247802734377
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-      [
-        "▁sklepy",
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-        "boys",
-        -14.035282135009766
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-      [
-        "▁Семе",
-        -14.035285949707031
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-      [
-        "olles",
-        -14.035293579101562
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-      [
-        "ألق",
-        -14.035297393798828
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-      [
-        "ילד",
-        -14.03529930114746
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-      [
-        "▁biologique",
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-      [
-        "tenberg",
-        -14.035334587097168
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-      [
-        "▁queima",
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-      [
-        "▁Beyonc",
-        -14.035340309143066
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-      [
-        "▁vytvoření",
-        -14.03534698486328
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-      [
-        "▁ligon",
-        -14.035347938537598
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-      [
-        "ακου",
-        -14.035353660583496
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-      [
-        "▁sexului",
-        -14.035355567932127
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-      [
-        "▁Minneapolis",
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-        "logical",
-        -14.035372734069824
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-      [
-        "ಷ್",
-        -14.035391807556152
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-      [
-        "▁estejam",
-        -14.035391807556152
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-      [
-        "▁Miután",
-        -14.035394668579102
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-      [
-        "▁πελάτες",
-        -14.035394668579102
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-      [
-        "▁kutlama",
-        -14.03539752960205
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-      [
-        "▁marijuana",
-        -14.03540325164795
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-      [
-        "ビューティ",
-        -14.03540325164795
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-      [
-        "▁اللَّه",
-        -14.035404205322266
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-      [
-        "tuotanno",
-        -14.03541088104248
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-      [
-        "▁plánuje",
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-      [
-        "عاصمة",
-        -14.03543758392334
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-      [
-        "▁recomiendo",
-        -14.035444259643556
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-      [
-        "▁kentin",
-        -14.035455703735352
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-      [
-        "から始",
-        -14.03546142578125
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-      [
-        "ையாக",
-        -14.0354642868042
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-      [
-        "▁ಹೆ",
-        -14.035466194152832
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-      [
-        "▁édité",
-        -14.035479545593262
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-      [
-        "▁pastāv",
-        -14.035481452941896
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-      [
-        "▁Mardi",
-        -14.035490036010742
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-        "▁geldik",
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-        "▁साम",
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-        "▁bellissimo",
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-        "▁pans",
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-      [
-        "▁العلامات",
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-        "▁sommeil",
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-      [
-        "▁юридичних",
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-      [
-        "▁топлива",
-        -14.035527229309082
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-      [
-        "substring",
-        -14.035542488098145
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-      [
-        "▁Korke",
-        -14.03554630279541
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-      [
-        "▁Ambulan",
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-      [
-        "▁Frida",
-        -14.035551071166992
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-      [
-        "agtig",
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-      [
-        "▁fastidio",
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-      [
-        "モンド",
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-      [
-        "dén",
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-      [
-        "orat",
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-      [
-        "▁cocok",
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-      [
-        "▁elections",
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-      [
-        "кіст",
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-        "batran",
-        -14.0355863571167
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-        "▁Método",
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-        "▁Joyce",
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-      [
-        "ত্রা",
-        -14.03561019897461
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-        "amele",
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-        "лаштування",
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-        "bail",
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-        "pomin",
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-        "βρα",
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-        "▁poradí",
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-        "zuki",
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-        "▁arrivata",
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-      [
-        "▁işlemini",
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-      [
-        "いけ",
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-        "eeb",
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-        "▁buyer",
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-        "▁рекомендован",
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-        "treffer",
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-      [
-        "anut",
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-        "Shell",
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-      [
-        "▁uvedený",
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-        "▁Оксана",
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-      [
-        "▁angl",
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-      [
-        "arbetare",
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-      [
-        "▁השאלה",
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-        "▁Independiente",
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-      [
-        "ალურ",
-        -14.035759925842283
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-      [
-        "tuinen",
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-        "domar",
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-        "▁segu",
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-        "▁Silla",
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-        "▁Grønn",
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-        "elajar",
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-        "ruszył",
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-        "laatik",
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-        "्रीन",
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-        "ngguan",
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-        "▁oppimis",
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-        "▁configuração",
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-        "▁Zacz",
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-        "▁تكوين",
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-        "arbohydrate",
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-        "▁abbigliamento",
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-        "Пол",
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-        "zono",
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-        "▁точку",
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-        "なと",
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-        "یتر",
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-        "च्छा",
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-        "iskas",
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-        "▁Январ",
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-        "▁increasingly",
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-        "▁Dostaw",
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-        "▁powodów",
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-        "▁Deca",
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-        "▁cộ",
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-        "veits",
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-        "▁умет",
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-        "ユーザーの",
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-        "▁مجازات",
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-        "ínio",
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-        "тыл",
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-        "▁المستخدمين",
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-        "▁Черкас",
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-        "서의",
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-        "▁الني",
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-        "ってもら",
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-        "▁intrebare",
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-        "▁krzy",
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-        "▁kitu",
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-        "▁novidade",
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-        "▁يغ",
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-        "▁asiakkai",
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-        "▁turnering",
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-        "▁hnutí",
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-        "ronic",
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-        "יצירת",
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-        "CIF",
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-        "atifs",
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-        "▁Elä",
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-        "язаних",
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-        "ummen",
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-        "▁Duarte",
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-        "TTON",
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-        "ಹಾ",
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-        "▁condamn",
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-        "▁Законом",
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-        "▁usina",
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-        "örs",
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-        "moedig",
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-        "▁padding",
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-        "ставке",
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-        "矩",
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-        "▁оператора",
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-        "▁Výrob",
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-        "▁acceptere",
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-        "▁preži",
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-        "▁гур",
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-        "▁investice",
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-        "▁Sprawdz",
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-        "▁telp",
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-        "▁abroad",
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-        "корей",
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-        "ździ",
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-        "funksjonen",
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-        "▁Betreiber",
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-        "▁düğme",
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-      [
-        "▁المضاد",
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-        "PUR",
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-      [
-        "—",
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-        "▁Meist",
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-        "xas",
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-        "▁toplama",
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-        "▁Invita",
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-        "effer",
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-        "бачення",
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-        "ورز",
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-        "コメントを",
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-        "▁eğ",
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-        "▁государственный",
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-        "▁Freelancer",
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-        "▁zázra",
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-        "DOWN",
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-        "▁residentes",
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-        "▁žo",
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-        "▁المحل",
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-        "▁Rovi",
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-        "▁largă",
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-        "▁felicidad",
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-        "wikkel",
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-        "▁bestämt",
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-        "lärare",
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-        "елл",
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-        "बाब",
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-        "▁Avia",
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-        "▁vog",
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-        "вантаж",
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-        "여자",
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-        "skra",
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-        "▁odvisn",
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-        "termi",
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-        "▁Zdrowia",
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-        "▁парт",
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-        "ใส",
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-        "lence",
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-        "زت",
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-        "▁dneska",
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-        "▁esclav",
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-        "あると思います",
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-        "▁колишні",
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-        "▁συλλογή",
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-        "▁propoj",
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-        "▁Gustaf",
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-        "קרי",
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-        "schärf",
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-        "▁csavar",
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-        "▁γραφείο",
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-        "▁selg",
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-        "▁náhodou",
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-        "বো",
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-        "▁Colori",
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-        "▁ثقافة",
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-        "▁LOC",
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-        "▁Flera",
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-        "ریت",
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-        "akses",
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-        "vasion",
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-        "ędr",
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-        "yakan",
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-        "ولين",
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-        "dith",
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-        "▁dotacj",
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-        "INC",
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-        "енің",
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-        "wijd",
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-        "bestimmung",
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-        "▁bildene",
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-        "▁oltás",
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-        "حقیقی",
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-        "PUBLI",
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-        "πεζ",
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-        "ивая",
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-        "いって",
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-        "ээн",
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-        "ساك",
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-        "▁απλώ",
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-        "استكمال",
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-        "てくれて",
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-        "Thumbnail",
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-        "czność",
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-        "سلسلة",
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-        "MÜ",
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-        "하나",
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-        "ៗ",
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-        "▁δωμάτιο",
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-        "▁Puta",
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-        "▁αίματος",
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-        "▁pokazał",
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-        "と思うのですが",
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-        "カードを",
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-        "▁zakończon",
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-        "▁esküvő",
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-        "vilkår",
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-        "ことはありません",
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-        "hëndet",
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-        "TOC",
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-        "Hard",
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-        "REV",
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-        "▁шкідлив",
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-        "üha",
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-        "poziţie",
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-        "RIK",
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-        "ştiinţ",
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-        "▁الظهر",
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-        "məli",
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-        "читати",
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-        "▁udziałem",
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-        "▁zapewniając",
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-        "льной",
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-        "נטו",
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-        "▁Nevi",
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-        "▁hydrogen",
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-        "▁vedet",
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-        "▁Yarım",
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-        "▁PON",
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-        "▁посі",
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-        "יומי",
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-        "rsat",
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-        "сцен",
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-        "якої",
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-        "▁открива",
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-        "▁Лит",
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-        "▁Nuor",
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-        "▁prospe",
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-        "stappen",
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-        "▁przypadki",
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-        "ष्टि",
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-        "▁bandy",
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-        "▁tată",
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-        "تعليق",
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-        "רוצים",
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-        "medik",
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-        "▁اخو",
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-        "▁свак",
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-        "▁нагрева",
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-        "STAV",
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-        "ドラッグストア",
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-        "▁দিয়ে",
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-        "▁inanılmaz",
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-        "malige",
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-        "рока",
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-        "\b\b\b，",
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-        "scritte",
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-        "▁violon",
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-        "▁नीति",
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-        "コメ",
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-        "▁উপজেলার",
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-      [
-        "▁chiêm",
-        -14.050801277160645
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-      [
-        "▁हस्त",
-        -14.05080223083496
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-      [
-        "опу",
-        -14.050806999206545
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-      [
-        "▁uș",
-        -14.050806999206545
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-      [
-        "▁رحلات",
-        -14.05081272125244
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-      [
-        "▁extins",
-        -14.050847053527832
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-      [
-        "ைந்த",
-        -14.050848007202148
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-      [
-        "▁glory",
-        -14.05085277557373
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-      [
-        "литров",
-        -14.05085563659668
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-        "▁влажност",
-        -14.050858497619627
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-      [
-        "ювальн",
-        -14.05086612701416
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-      [
-        "⭕",
-        -14.050874710083008
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-      [
-        "▁Lissabon",
-        -14.05087661743164
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-      [
-        "▁वरिष्ठ",
-        -14.05087661743164
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-      [
-        "찮",
-        -14.05087661743164
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-      [
-        "odami",
-        -14.05087947845459
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-        "▁stakeholders",
-        -14.05087947845459
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-      [
-        "▁Onderwijs",
-        -14.050880432128906
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-      [
-        "▁ինչպես",
-        -14.05088233947754
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-      [
-        "▁kaşığı",
-        -14.050883293151855
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-      [
-        "しいです",
-        -14.050901412963867
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-      [
-        "▁Исто",
-        -14.050911903381348
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-      [
-        "▁είδους",
-        -14.050914764404297
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-      [
-        "RIES",
-        -14.050928115844728
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-      [
-        "▁pasakoj",
-        -14.05093479156494
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-      [
-        "▁δευτερ",
-        -14.05093765258789
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-      [
-        "▁takovém",
-        -14.050938606262209
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-      [
-        "▁profits",
-        -14.050941467285156
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-      [
-        "▁участке",
-        -14.050941467285156
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-      [
-        "lvia",
-        -14.050952911376951
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-      [
-        "dinha",
-        -14.050957679748535
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-      [
-        "がないと",
-        -14.050959587097168
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-      [
-        "▁dimenticare",
-        -14.050963401794434
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-      [
-        "▁antigen",
-        -14.050965309143066
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-        "BUN",
-        -14.050978660583496
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-      [
-        "▁ważna",
-        -14.050980567932127
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-      [
-        "▁сү",
-        -14.050981521606444
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-      [
-        "▁olduğunca",
-        -14.050992965698242
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-      [
-        "▁águas",
-        -14.051006317138672
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-      [
-        "kalan",
-        -14.051007270812988
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-        "▁porušení",
-        -14.051008224487305
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-      [
-        "▁venus",
-        -14.051019668579102
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-      [
-        "gründen",
-        -14.051021575927734
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-      [
-        "▁przyjęcia",
-        -14.05102252960205
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-        "▁Kyo",
-        -14.051023483276367
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-      [
-        "▁présentes",
-        -14.051033973693848
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-      [
-        "ANZ",
-        -14.051036834716797
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-      [
-        "▁bế",
-        -14.051037788391112
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-      [
-        "▁Dernier",
-        -14.05105972290039
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-      [
-        "▁Berbe",
-        -14.051063537597656
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-      [
-        "▁pokal",
-        -14.051064491271973
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-      [
-        "▁sacrifice",
-        -14.051064491271973
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-      [
-        "▁медицинской",
-        -14.05107879638672
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-        "▁πληρωμ",
-        -14.0510835647583
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-      [
-        "mbor",
-        -14.051093101501465
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-      [
-        "▁festgestellt",
-        -14.051097869873049
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-      [
-        "▁gydytoja",
-        -14.051112174987791
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-      [
-        "▁contrar",
-        -14.051124572753906
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-      [
-        "▁sustin",
-        -14.051128387451172
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-      [
-        "gatavot",
-        -14.051140785217283
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-      [
-        "▁العقوبات",
-        -14.05114459991455
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-      [
-        "▁aranżacj",
-        -14.051146507263184
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-      [
-        "▁шв",
-        -14.051146507263184
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-      [
-        "ாட",
-        -14.05115795135498
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-      [
-        "prodává",
-        -14.05116367340088
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-      [
-        "▁убит",
-        -14.051175117492676
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-      [
-        "cţiuni",
-        -14.051180839538574
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-      [
-        "▁героин",
-        -14.051185607910156
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-      [
-        "ンテージ",
-        -14.051186561584473
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-      [
-        "باشد",
-        -14.051188468933104
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-      [
-        "ATU",
-        -14.051193237304688
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-      [
-        "▁crossover",
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-      [
-        "crania",
-        -14.051204681396484
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-      [
-        "▁détente",
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-        "▁Cruzeiro",
-        -14.051218032836914
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-        "▁campania",
-        -14.05122184753418
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-      [
-        "خيم",
-        -14.051255226135254
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-      [
-        "▁uzan",
-        -14.051264762878418
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-      [
-        "▁pleac",
-        -14.05127239227295
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-      [
-        "▁مقدمات",
-        -14.05128288269043
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-      [
-        "▁hexa",
-        -14.05129623413086
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-      [
-        "▁nähtäv",
-        -14.051305770874023
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-      [
-        "▁pranešim",
-        -14.05130672454834
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-      [
-        "▁beendet",
-        -14.051307678222656
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-      [
-        "παλ",
-        -14.051308631896973
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-      [
-        "ATURE",
-        -14.051310539245604
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-      [
-        "▁defecto",
-        -14.051312446594238
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-      [
-        "▁ახ",
-        -14.051326751708984
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-      [
-        "מחים",
-        -14.0513277053833
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-      [
-        "▁társas",
-        -14.051342964172363
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-      [
-        "Trader",
-        -14.051373481750488
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-      [
-        "βουλ",
-        -14.051376342773438
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-      [
-        "▁Beko",
-        -14.05138111114502
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-      [
-        "▁tyrima",
-        -14.051387786865234
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-      [
-        "▁celotn",
-        -14.05139446258545
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-      [
-        "ท่องเที่ยว",
-        -14.051403999328612
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-      [
-        "izb",
-        -14.051405906677246
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-      [
-        "язн",
-        -14.051409721374512
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-      [
-        "mencie",
-        -14.051414489746094
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-      [
-        "▁Наказ",
-        -14.051427841186523
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-      [
-        "▁Catalina",
-        -14.05142879486084
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-      [
-        "الرصاص",
-        -14.051441192626951
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-      [
-        "▁Schmit",
-        -14.05144500732422
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-      [
-        "gants",
-        -14.051457405090332
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-      [
-        "▁شيئا",
-        -14.051465034484863
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-      [
-        "▁статт",
-        -14.051472663879396
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-      [
-        "बु",
-        -14.051480293273926
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-      [
-        "▁مكاف",
-        -14.051487922668455
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-      [
-        "▁bunch",
-        -14.051506996154783
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-      [
-        "terminou",
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-        "▁actifs",
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-      [
-        "graphie",
-        -14.051530838012695
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-      [
-        "raient",
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-      [
-        "▁блест",
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-      [
-        "▁zaznacz",
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-      [
-        "▁fiscali",
-        -14.051565170288086
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-      [
-        "▁basura",
-        -14.051568984985352
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-      [
-        "▁koronawirusa",
-        -14.051579475402832
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-      [
-        "▁psichi",
-        -14.051593780517578
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-      [
-        "geschenk",
-        -14.051609992980955
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-      [
-        "▁वैक्सीन",
-        -14.051621437072754
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-      [
-        "▁bhfuil",
-        -14.05162239074707
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-      [
-        "▁शीर्ष",
-        -14.05162239074707
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-      [
-        "ქართულ",
-        -14.051623344421388
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-      [
-        "▁тұлға",
-        -14.051623344421388
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-      [
-        "キャロウェイ",
-        -14.051626205444336
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-      [
-        "urée",
-        -14.051628112792969
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-      [
-        "▁Interieur",
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-        "▁Tehnologi",
-        -14.051634788513184
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-      [
-        "▁manfaat",
-        -14.051644325256348
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-      [
-        "▁publicului",
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-      [
-        "▁récolt",
-        -14.051650047302246
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-      [
-        "▁Известн",
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-      [
-        "▁deelnemen",
-        -14.05165195465088
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-      [
-        "▁співпраці",
-        -14.05165958404541
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-      [
-        "▁Олен",
-        -14.051664352416992
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-      [
-        "▁sääd",
-        -14.051680564880373
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-      [
-        "▁незалежно",
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-      [
-        "▁تتعلق",
-        -14.05168342590332
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-        "▁pregnant",
-        -14.051700592041016
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-      [
-        "▁كينيا",
-        -14.051702499389648
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-      [
-        "▁לעזור",
-        -14.051706314086914
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-      [
-        "kierto",
-        -14.051711082458496
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-      [
-        "▁morgonen",
-        -14.051712036132812
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-      [
-        "▁починає",
-        -14.051715850830078
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-        "▁Ihan",
-        -14.051733016967772
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-        "▁mednarodn",
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-        "aimerais",
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-        "▁untersucht",
-        -14.051742553710938
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-        "▁притис",
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-      [
-        "▁väčši",
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-        "▁Skarb",
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-        "▁Musí",
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-        "דרו",
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-        "ätsel",
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-      [
-        "উদ্দিন",
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-        "▁korzystając",
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-        "augmentation",
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-      [
-        "▁utvecklat",
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-        "▁mahsu",
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-        "yteen",
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-        "▁المطار",
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-        "▁bárki",
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-        "▁affili",
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-        "▁electr",
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-        "bewertungen",
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-      [
-        "▁аксессуары",
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-      [
-        "łysk",
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-        "тельство",
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-        "▁المتط",
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-        "▁выгодно",
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-        "▁Parkplatz",
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-        "▁мінерал",
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-        "▁doriti",
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-        "▁поколение",
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-        "▁الفرصة",
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-        "▁акрил",
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-      [
-        "▁temizliği",
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-        "▁tilhører",
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-        "▁keçiril",
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-        "ياب",
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-        "സിന",
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-        "▁elektronick",
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-        "▁medfører",
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-        "▁jawab",
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-        "lese",
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-        "▁duruyor",
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-        "▁לחשוב",
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-        "array",
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-        "clés",
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-        "▁poškoden",
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-        "したのですが",
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-        "Metric",
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-        "адзе",
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-        "tissimo",
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-        "▁консулт",
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-        "▁پیرو",
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-        "▁مخالفت",
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-        "ətin",
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-        "菓",
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-        "gestemd",
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-        "berts",
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-        "טיפול",
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-        "▁mounted",
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-        "стають",
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-        "ırsınız",
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-        -14.05393886566162
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-      [
-        "▁вистач",
-        -14.053939819335938
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-      [
-        "▁svojega",
-        -14.05394172668457
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-        "▁erup",
-        -14.053945541381836
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-      [
-        "vērst",
-        -14.053947448730469
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-        "ցում",
-        -14.05395793914795
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-      [
-        "дора",
-        -14.053958892822266
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-      [
-        "来ました",
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-      [
-        "▁Μεγάλη",
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-        "تعديل",
-        -14.05397605895996
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-        "analyysi",
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-      [
-        "▁құрал",
-        -14.053977966308594
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-        "▁بستگی",
-        -14.053977966308594
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-        "kryl",
-        -14.053980827331545
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-        "▁drawn",
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-        "▁başqa",
-        -14.054010391235352
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-        "▁lupt",
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-        "▁rettigheder",
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-        "syster",
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-        "RNO",
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-        "ambre",
-        -14.054019927978516
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-      [
-        "▁postanowi",
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-        "▁ближе",
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-      [
-        "▁مضمون",
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-      [
-        "▁Програма",
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-      [
-        "ΟΠΟΥΛΟ",
-        -14.054055213928224
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-      [
-        "▁ведущих",
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-        "▁calibr",
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-        "▁міні",
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-        "aftaler",
-        -14.054095268249512
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-        "▁radyo",
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-        "obacter",
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-        "▁Centra",
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-        "▁graviditeten",
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-        "ثور",
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-        "▁aldık",
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-        "▁Argan",
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-        "▁پیشین",
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-        "ffie",
-        -14.054150581359863
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-        "▁Hah",
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-        "▁Cyn",
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-        "▁Kuul",
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-        "altern",
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-        "の引越し",
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-        "▁патриот",
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-        "sporen",
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-        "▁Ove",
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-        "▁Cova",
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-        "▁Tatr",
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-        "▁marmo",
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-        "▁uccis",
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-      [
-        "▁Umfeld",
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-        "▁Viktig",
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-        "kondicion",
-        -14.054295539855955
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-        "যো",
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-      [
-        "кави",
-        -14.05433177947998
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-      [
-        "▁klidn",
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-      [
-        "▁neurologi",
-        -14.05433177947998
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-      [
-        "▁Baltij",
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-      [
-        "φορές",
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-      [
-        "▁identi",
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-      [
-        "▁locate",
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-        "▁классов",
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-      [
-        "▁Worker",
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-      [
-        "owskie",
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-      [
-        "алай",
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-        "▁complexes",
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-        "▁rakasta",
-        -14.054401397705078
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-        "ذاء",
-        -14.054405212402344
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-      [
-        "rimar",
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-      [
-        "RETO",
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-      [
-        "روج",
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-      [
-        "▁лишни",
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-        "Medic",
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-        "▁alți",
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-        "▁Vulcan",
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-        "▁panels",
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-        "▁uitkomst",
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-        "heel",
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-      [
-        "लाम",
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-        "▁шляху",
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-      [
-        "舉",
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-      [
-        "hyst",
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-        "菠",
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-        "▁loving",
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-        "archie",
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-        "▁oryginału",
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-      [
-        "▁музея",
-        -14.054606437683104
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-        "▁zavaz",
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-      [
-        "▁ανάλυση",
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-        "mministratore",
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-      [
-        "▁însu",
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-      [
-        "▁καλύτερες",
-        -14.05462646484375
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-      [
-        "yhteisö",
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-      [
-        "нска",
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-      [
-        "▁மட்டும்",
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-        "zugs",
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-        "aumento",
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-        "▁hemmelig",
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-        "▁Великой",
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-        "ασμό",
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-        "мү",
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-        "tilanteessa",
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-        "▁Behind",
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-        "▁Tile",
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-        "▁Næst",
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-        "▁чини",
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-        "▁espalha",
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-        "nøkkel",
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-      [
-        "▁direcți",
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-      [
-        "▁Värld",
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-        "citta",
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-        "öng",
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-        "▁işlə",
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-      [
-        "▁változtat",
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-        "bonne",
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-      [
-        "การลงทุน",
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-        "▁mecze",
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-        "épaule",
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-        "ریا",
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-        "ranch",
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-        "▁заснован",
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-        "▁dotazy",
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-        "▁alloggi",
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-      [
-        "OLIV",
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-        "▁خد",
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-      [
-        "iuni",
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-      [
-        "vidéki",
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-        "▁klingt",
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-        "▁coordination",
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-        "tuta",
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-        "papír",
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-        "ерс",
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-        "▁Thur",
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-        "állomás",
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-        "▁učení",
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-        "▁spółka",
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-        "волод",
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-        "niż",
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-        "łącznik",
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-        "▁ottim",
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-        "▁scad",
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-        "知られ",
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-        "Rakuten",
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-      [
-        "▁záujem",
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-      [
-        "▁yarısı",
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-        "▁COO",
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-        "▁Frac",
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-        "▁tarot",
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-        "▁sani",
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-        "▁seconden",
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-        "ブレー",
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-        "▁فست",
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-        "ติก",
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-        "oolean",
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-        "▁Conoce",
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-        "ствует",
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-        "▁Terz",
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-        "▁vernis",
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-        "نتون",
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-        "▁ök",
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-        "ptal",
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-        "nimmt",
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-        "Khi",
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-        "▁tricolor",
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-        "▁gyakorlati",
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-        "tlichen",
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-        "цист",
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-        "kynn",
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-        "kamas",
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-        "uhl",
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-        "▁Хмельницьк",
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-        "▁הרע",
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-        "▁lomme",
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-        "▁muerto",
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-        "yújt",
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-        "និ",
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-        "▁operators",
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-        "virr",
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-        "shake",
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-        "▁nuotr",
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-        "avano",
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-        "észség",
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-        "淳",
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-        "▁مستعد",
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-        "▁Sylva",
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-        "IMS",
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-        "▁опасно",
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-        "دانید",
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-        "싼",
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-        "atış",
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-        "▁próstata",
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-      [
-        "▁նախագահ",
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-        "прежнему",
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-        "▁феномен",
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-        "▁Glamour",
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-        "▁Rihanna",
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-        "▁Giornata",
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-        "▁готово",
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-        "▁monnaie",
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-        "nopeu",
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-        "Çok",
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-        "λην",
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-        "▁столице",
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-        "▁sobe",
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-        "紹介しています",
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-        "bahçe",
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-        "▁skórze",
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-        "naux",
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-        "Sí",
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-        "ीना",
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-        "▁ortasında",
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-        "▁tarafında",
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-        "Máy",
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-        "▁সরকারি",
-        -14.05737018585205
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-        "▁flach",
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-        "▁கொடுத்த",
-        -14.05737590789795
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-        "yran",
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-        "گرفت",
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-        "והה",
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-        "SHU",
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-        "cuje",
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-        "▁maaltijd",
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-        "▁Ultime",
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-        "หลายคน",
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-        "ようにしましょう",
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-        "fogyasztás",
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-        "柿",
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-        "▁utasítás",
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-        "▁canapé",
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-        "▁پایانی",
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-        "virkning",
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-        "glasögon",
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-        "biljett",
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-        "▁vzpomín",
-        -14.067100524902344
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-        "▁pirkti",
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-        "Rub",
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-        "▁jern",
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-        "▁понимает",
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-        "▁مسلسلات",
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-        "▁situato",
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-        "▁sastāv",
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-        "烘",
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-        "▁retiro",
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-        "▁Lez",
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-        "▁selecion",
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-        "rən",
-        -14.067153930664062
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-        "▁Граф",
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-        "tuoli",
-        -14.067156791687012
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-        "▁mergi",
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-        "▁operated",
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-        "MID",
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-        "effectuer",
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-        "▁Correct",
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-        "▁Lakes",
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-        "dová",
-        -14.06722354888916
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-        "▁Fyl",
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-        "▁tarjoam",
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-        "نکو",
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-        "seende",
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-        "hindra",
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-        "▁SANTO",
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-        "figuur",
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-        "нков",
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-        "цето",
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-        "▁Newport",
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-        "arzen",
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-        "росли",
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-        "▁המתא",
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-        "สเต",
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-        "▁inimigo",
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-        "▁poligono",
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-        "▁revine",
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-        "putada",
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-        "▁διοργανώ",
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-        "ఐ",
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-        "▁įprast",
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-        "だろ",
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-        "▁pavirši",
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-        "dwig",
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-        "▁jablk",
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-        "iliş",
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-        "▁volks",
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-        "▁कर्म",
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-        "▁chirurgi",
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-        "▁produkcj",
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-        "læggelse",
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-        "▁orientações",
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-        "björ",
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-        "▁attribut",
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-        "▁dedik",
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-        "▁slabo",
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-        "▁fjärde",
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-        "доброто",
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-      [
-        "vrensel",
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-        "▁investeringer",
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-        "▁należąc",
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-        "▁Prostata",
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-        "▁menjual",
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-        "▁покупателя",
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-        "šč",
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-        "▁јавн",
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-        "cyp",
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-        "ishga",
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-        "apı",
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-        "▁madala",
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-        "σαλ",
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-        "vied",
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-      [
-        "evő",
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-        "▁Semin",
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-        "▁parteneri",
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-        "▁sotsiaal",
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-        "▁handlowe",
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-        "ngdong",
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-        "▁рахунк",
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-        "▁hombro",
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-        "▁avranno",
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-        "tlus",
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-        "‌رو",
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-        "▁adaptés",
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-        "önn",
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-        "kaas",
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-        "▁absolv",
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-        "migration",
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-        "▁satélite",
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-        "▁telefones",
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-        "▁композитор",
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-        "がし",
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-        "▁balade",
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-        "баб",
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-        "▁sari",
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-        "▁yenilik",
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-        "▁jelenik",
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-        "▁díszít",
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-        "▁nghiện",
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-        "болезн",
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-        "▁riaditeľ",
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-        "▁ARTE",
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-        "valmentaja",
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-        "ündə",
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-        "▁măsurile",
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-        "xun",
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-        "▁ارزی",
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-        "▁brazos",
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-        "▁Weich",
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-        "verkliga",
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-        "▁الصيني",
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-        "▁haftalık",
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-        "▁Devleti",
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-        "dikt",
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-        "▁finit",
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-        "▁értesít",
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-        "▁Perfil",
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-        "▁effectuée",
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-        "▁regresar",
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-        "anova",
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-        "tunna",
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-        "▁घो",
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-        "▁devină",
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-        "ошел",
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-        "LABORA",
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-        "▁Rettungs",
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-        "▁barras",
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-        "arlehen",
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-        "壹",
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-        "окси",
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-        "bounce",
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-        "▁Biroul",
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-        "มป",
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-        "▁hatékonyság",
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-        "▁Хабаровск",
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-        "troph",
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-        "裾",
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-        "řeme",
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-        "▁výročí",
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-        "▁indicates",
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-        "oglia",
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-        "▁kościoła",
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-        "둥",
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-        "칩",
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-        "▁yayınlandı",
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-        "ủa",
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-        "い方",
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-        "▁gelangen",
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-        "ходити",
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-        "▁rotond",
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-        "▁πολιτ",
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-        "を出して",
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-        "▁современного",
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-        "állító",
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-        "برج",
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-        "labilir",
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-        "▁odpadu",
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-        "stwem",
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-        "oulder",
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-        "манов",
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-        "ologiczne",
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-        "crest",
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-        "▁közvetít",
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-        "ช่วยเหลือ",
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-        "▁tratados",
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-        "ωτικών",
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-        "shman",
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-        "יאור",
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-        "▁amarillo",
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-        "BRU",
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-        "钻",
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-        "иды",
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-        "▁substância",
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-        "▁απευθείας",
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-        "circuit",
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-        "▁Ermeni",
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-        "▁sujeito",
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-        "▁bilinci",
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-        "▁użytkownik",
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-        "▁ยัง",
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-        "punainen",
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-        "▁européens",
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-        "▁פרסום",
-        -14.08115577697754
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-        "▁покаже",
-        -14.08116054534912
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-        "▁pum",
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-        "▁oglas",
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-        "▁Krakowa",
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-        "krót",
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-        "▁hinge",
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-        "▁مؤخرا",
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-        "RBA",
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-        "titulado",
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-        "▁неиз",
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-        "▁істе",
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-        "naise",
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-        "َس",
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-        "▁pétrol",
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-        "▁levantamento",
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-        "▁sjokolade",
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-        "яра",
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-        "iivne",
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-        "ópico",
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-        "▁kristall",
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-        "▁боков",
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-        "tzlich",
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-        "rpi",
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-        "unică",
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-        "turno",
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-        "échelle",
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-        "ADD",
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-        "▁हों",
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-        "seguridad",
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-        "▁спрямо",
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-      [
-        "เครื่องมือ",
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-        "▁ملع",
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-        "tted",
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-        "রিক",
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-        "▁avio",
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-        "uebles",
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-        "Atalanta",
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-        "skatīt",
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-        "▁herinner",
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-        "▁näytt",
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-      [
-        "▁gered",
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-      [
-        "τησε",
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-      [
-        "たような",
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-        "ького",
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-        "▁hyggelige",
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-        "▁publicitaire",
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-        "▁Kits",
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-      [
-        "▁érintő",
-        -14.081538200378418
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-      [
-        "ుకున్న",
-        -14.08155632019043
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-        "▁Magnum",
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-      [
-        "offen",
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-        "▁المثل",
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-        "éna",
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-      [
-        "ाको",
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-      [
-        "▁Filipina",
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-      [
-        "▁Instal",
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-      [
-        "▁implementere",
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-        "▁ασφαλιστικ",
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-        "▁деклар",
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-      [
-        "▁kabil",
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-      [
-        "▁الإرهابية",
-        -14.081640243530272
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-      [
-        "▁розі",
-        -14.081659317016602
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-      [
-        "▁skirti",
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-        "▁involve",
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-        "▁luma",
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-        "▁acabe",
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-        "▁Точно",
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-        "▁المرشح",
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-        "▁synnyt",
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-        "veste",
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-        "▁constater",
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-        "▁saltar",
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-        "познава",
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-      [
-        "elit",
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-      [
-        "▁patalp",
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-      [
-        "▁κατασκευή",
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-        "腎",
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-        "▁caldur",
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-        "▁viem",
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-        "▁elektryczny",
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-        "▁birleş",
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-        "ckig",
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-        "глян",
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-        "pódnic",
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-        "▁comics",
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-        "howbiz",
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-        "▁hissi",
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-        "قاص",
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-        "▁növények",
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-      [
-        "▁مزايا",
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-      [
-        "िजन",
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-      [
-        "▁účinné",
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-      [
-        "ящей",
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-      [
-        "erier",
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-      [
-        "▁framförallt",
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-      [
-        "▁σχέδια",
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-      [
-        "▁Hikaye",
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-      [
-        "▁βελτίωση",
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-      [
-        "▁разновидност",
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-      [
-        "▁Комментариев",
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-        "▁proponiamo",
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-      [
-        "▁Attività",
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-        "▁sistemini",
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-        "▁närmaste",
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-      [
-        "▁pavyzdžiui",
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-        "▁المعي",
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-      [
-        "شدن",
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-        "Lit",
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-        "▁concursos",
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-        "کرات",
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-        "▁lätta",
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-        "וית",
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-        "▁teljesítés",
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-        "▁Babylon",
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-        "▁conocidos",
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-        "ोद",
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-        "▁inginer",
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-        "پز",
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-        "▁Церкв",
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-        "▁saavut",
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-        "▁ledende",
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-        "▁skvělou",
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-        "▁cheapest",
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-        "▁έγγραφ",
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-        "▁Shim",
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-        "OURS",
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-        "▁pronostic",
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-        "▁Руслан",
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-        "▁İlişki",
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-        "▁savaitę",
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-        "ponemos",
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-        "siapa",
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-        "▁μαρ",
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-        "gesti",
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-        "gomb",
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-        "didakti",
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-        "▁обознач",
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-        "åfør",
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-        "zeitlich",
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-        "▁urmatoare",
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-        "τυλ",
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-        "▁lähtien",
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-        "benzo",
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-        "▁ministrului",
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-        "▁skiv",
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-        "mił",
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-        "кріплення",
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-        "▁vyřeši",
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-        "▁оплата",
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-        "inimą",
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-        "▁antibio",
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-        "▁chansons",
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-        "maus",
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-        "مراه",
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-        "▁získání",
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-        "noista",
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-        "▁tikt",
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-        "KOK",
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-        "▁signifikant",
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-        "ிங்",
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-        "ofte",
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-        "kaŭ",
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-        "εστιβάλ",
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-        "▁έγιναν",
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-        "▁асфальт",
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-        "értem",
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-        "outlook",
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-        "сим",
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-        -14.084524154663086
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-      [
-        "monti",
-        -14.084562301635742
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-      [
-        "▁yorgun",
-        -14.084565162658691
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-      [
-        "▁oppmerksomhet",
-        -14.084571838378906
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-      [
-        "personale",
-        -14.084585189819336
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-      [
-        "světl",
-        -14.084585189819336
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-      [
-        "してくださ",
-        -14.084589958190918
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-      [
-        "▁przekaz",
-        -14.084599494934082
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-      [
-        "▁demikian",
-        -14.084611892700195
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-      [
-        "வர்களுக்கு",
-        -14.084613800048828
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-      [
-        "uple",
-        -14.08461570739746
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-      [
-        "▁Koordinat",
-        -14.084616661071776
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-      [
-        "▁cervical",
-        -14.084617614746094
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-      [
-        "▁îndrept",
-        -14.08462142944336
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-      [
-        "думать",
-        -14.084622383117676
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-      [
-        "▁Κεντρική",
-        -14.084624290466309
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-      [
-        "▁osobnosti",
-        -14.08462619781494
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-      [
-        "ίος",
-        -14.08462905883789
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-      [
-        "▁Uddannelse",
-        -14.084634780883787
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-      [
-        "schappen",
-        -14.084640502929688
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-      [
-        "ířka",
-        -14.084646224975586
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-      [
-        "▁Dés",
-        -14.084656715393066
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-      [
-        "▁წა",
-        -14.084664344787598
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-      [
-        "▁kerékpár",
-        -14.084665298461914
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-      [
-        "▁уважение",
-        -14.08466625213623
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-      [
-        "liberal",
-        -14.084674835205078
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-      [
-        "▁нед",
-        -14.084678649902344
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-      [
-        "▁producator",
-        -14.08468246459961
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-      [
-        "▁شبکه‌های",
-        -14.084688186645508
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-      [
-        "ahy",
-        -14.08469009399414
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-      [
-        "gde",
-        -14.084697723388672
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-      [
-        "▁trente",
-        -14.084710121154783
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-      [
-        "▁ثو",
-        -14.084711074829102
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-      [
-        "átum",
-        -14.08471965789795
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-      [
-        "Pero",
-        -14.084721565246582
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-      [
-        "הפכ",
-        -14.084728240966797
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-      [
-        "చే",
-        -14.084728240966797
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-      [
-        "aldı",
-        -14.084731101989746
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-      [
-        "bont",
-        -14.084734916687012
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-      [
-        "▁Película",
-        -14.084736824035645
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-      [
-        "▁Fahren",
-        -14.084738731384276
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-      [
-        "められた",
-        -14.084756851196287
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-      [
-        "nnetaan",
-        -14.08476448059082
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-      [
-        "نكا",
-        -14.084768295288086
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-      [
-        "trieben",
-        -14.084769248962402
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-      [
-        "▁Транс",
-        -14.084772109985352
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-      [
-        "▁główne",
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-      [
-        "fruit",
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-      [
-        "▁отечественн",
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-      [
-        "cítil",
-        -14.084806442260742
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-      [
-        "▁belaste",
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-      [
-        "‌الله",
-        -14.084813117980955
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-      [
-        "▁duyarlı",
-        -14.084813117980955
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-      [
-        "ก็ไม่",
-        -14.08481788635254
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-      [
-        "länken",
-        -14.084829330444336
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-      [
-        "dnych",
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-      [
-        "dygtige",
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-      [
-        "interview",
-        -14.084836959838867
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-      [
-        "▁göstəri",
-        -14.084836959838867
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-      [
-        "▁اولا",
-        -14.0848388671875
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-      [
-        "▁bedacht",
-        -14.08486270904541
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-      [
-        "▁klienci",
-        -14.084877014160156
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-      [
-        "▁postcode",
-        -14.084883689880373
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-      [
-        "▁لانه",
-        -14.084894180297852
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-      [
-        "▁sculpture",
-        -14.084896087646484
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-      [
-        "▁christmas",
-        -14.084904670715332
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-      [
-        "▁совершени",
-        -14.084911346435549
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-      [
-        "lmaq",
-        -14.084912300109863
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-      [
-        "▁Pug",
-        -14.084918975830078
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-      [
-        "bobet",
-        -14.084924697875977
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-      [
-        "độ",
-        -14.084928512573242
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-      [
-        "cidente",
-        -14.084938049316406
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-      [
-        "▁Halmstad",
-        -14.08494472503662
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-      [
-        "▁browsing",
-        -14.08494472503662
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-      [
-        "▁vuodessa",
-        -14.08494758605957
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-      [
-        "▁korosztály",
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-      [
-        "hinter",
-        -14.084970474243164
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-      [
-        "ynnissä",
-        -14.084975242614746
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-      [
-        "▁Karlovy",
-        -14.084980010986328
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-      [
-        "▁մասն",
-        -14.084983825683594
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-      [
-        "▁Gutiérrez",
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-      [
-        "ТП",
-        -14.085010528564451
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-      [
-        "▁relógio",
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-      [
-        "راضي",
-        -14.085018157958984
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-      [
-        "▁возможн",
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-      [
-        "▁kandidaat",
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-      [
-        "tüğü",
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-      [
-        "ierbar",
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-      [
-        "▁vulnerabil",
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-      [
-        "▁refuzat",
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-      [
-        "▁skönhet",
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-      [
-        "▁menentukan",
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-      [
-        "crime",
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-      [
-        "harjoittelu",
-        -14.085073471069336
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-      [
-        "учите",
-        -14.085078239440918
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-      [
-        "▁kritiser",
-        -14.085081100463867
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-      [
-        "▁Turks",
-        -14.085105895996094
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-      [
-        "▁påminn",
-        -14.085110664367676
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-      [
-        "▁zrušen",
-        -14.085118293762209
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-      [
-        "▁siivo",
-        -14.085121154785156
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-      [
-        "برند",
-        -14.085139274597168
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-      [
-        "ದರು",
-        -14.085142135620115
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-      [
-        "▁Луган",
-        -14.085147857666016
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-      [
-        "▁виправ",
-        -14.085149765014648
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-      [
-        "STM",
-        -14.08515739440918
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-      [
-        "▁rasg",
-        -14.08515739440918
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-      [
-        "▁הישראלית",
-        -14.08517074584961
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-      [
-        "▁Latvia",
-        -14.085171699523926
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-      [
-        "سكي",
-        -14.085174560546877
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-      [
-        "CINE",
-        -14.085177421569824
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-      [
-        "krymina",
-        -14.08518123626709
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-      [
-        "▁সংখ্যা",
-        -14.085182189941406
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-      [
-        "▁wprost",
-        -14.085185050964355
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-      [
-        "▁Друга",
-        -14.08521556854248
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-      [
-        "juoma",
-        -14.085216522216797
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-      [
-        "▁parlant",
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-      [
-        "tetut",
-        -14.085217475891112
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-      [
-        "partemen",
-        -14.085222244262695
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-      [
-        "▁Electr",
-        -14.085235595703123
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-      [
-        "▁muren",
-        -14.08524227142334
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-      [
-        "▁hablamos",
-        -14.085250854492188
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-      [
-        "▁tarihinden",
-        -14.08525848388672
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-      [
-        "▁висновк",
-        -14.085267066955566
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-      [
-        "▁affinché",
-        -14.085275650024414
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-      [
-        "▁التخصص",
-        -14.085282325744627
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-      [
-        "таєм",
-        -14.085299491882324
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-      [
-        "▁αδυνα",
-        -14.085302352905272
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-      [
-        "имало",
-        -14.085309982299805
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-      [
-        "พวก",
-        -14.085317611694336
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-      [
-        "▁الخلايا",
-        -14.085317611694336
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-      [
-        "▁délicieu",
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-      [
-        "attraction",
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-      [
-        "sezení",
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-      [
-        "▁acteur",
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-      [
-        "feucht",
-        -14.085342407226562
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-      [
-        "ségének",
-        -14.085342407226562
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-      [
-        "の取り組み",
-        -14.085347175598145
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-      [
-        "leştirilmiş",
-        -14.085362434387209
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-      [
-        "▁drøm",
-        -14.085365295410156
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-      [
-        "াইল",
-        -14.085366249084473
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-      [
-        "▁stilte",
-        -14.085367202758787
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-      [
-        "▁referat",
-        -14.085370063781738
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-      [
-        "間が",
-        -14.085371971130373
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-      [
-        "ffrey",
-        -14.08539867401123
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-      [
-        "▁борд",
-        -14.08539867401123
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-      [
-        "▁المغا",
-        -14.085405349731444
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-      [
-        "Tablet",
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-      [
-        "égtelen",
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-      [
-        "▁viszonylag",
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-      [
-        "▁Avu",
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-      [
-        "hrát",
-        -14.085420608520508
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-      [
-        "▁Manten",
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-      [
-        "▁sylwetk",
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-      [
-        "▁افشا",
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-      [
-        "▁Puerta",
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-      [
-        "wało",
-        -14.085468292236328
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-      [
-        "▁beleven",
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-      [
-        "▁krets",
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-      [
-        "▁kontoret",
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-      [
-        "▁обеспечива",
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-      [
-        "أظهر",
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-      [
-        "ndia",
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-      [
-        "▁mūs",
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-        "ectom",
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-      [
-        "ающих",
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-      [
-        "नियम",
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-      [
-        "▁umožňují",
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-        "леза",
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-      [
-        "▁הכנס",
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-        "▁dirt",
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-      [
-        "▁listu",
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-        "▁rappeler",
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-        "▁ubiegł",
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-      [
-        "váci",
-        -14.08562183380127
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-      [
-        "▁ανεπ",
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-        "▁Marija",
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-      [
-        "▁Vendar",
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-        "▁antropo",
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-        "ningstid",
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-      [
-        "▁łazienki",
-        -14.08565616607666
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-        "▁opdateret",
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-      [
-        "んが",
-        -14.08565902709961
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-      [
-        "▁Salida",
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-      [
-        "ttomasti",
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-      [
-        "intis",
-        -14.08569622039795
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-      [
-        "よろしくお願いいたします",
-        -14.085699081420898
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-      [
-        "▁proviene",
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-      [
-        "Ĝ",
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-        "▁volcan",
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-        "▁naročnik",
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-        "▁samengesteld",
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-      [
-        "ાત",
-        -14.08572006225586
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-      [
-        "▁κανάλι",
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-      [
-        "▁priemonių",
-        -14.085731506347656
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-      [
-        "▁vedel",
-        -14.085735321044922
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-      [
-        "▁प्रकाशित",
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-      [
-        "евск",
-        -14.08574104309082
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-      [
-        "▁اسپانیا",
-        -14.08574104309082
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-        "▁loaded",
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-        "vimento",
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-      [
-        "minder",
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-      [
-        "▁oryginaln",
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-        "▁loistava",
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-      [
-        "▁extensa",
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-        "▁préparé",
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-      [
-        "лац",
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-      [
-        "▁напитки",
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-      [
-        "▁кнопки",
-        -14.085785865783691
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-      [
-        "زيت",
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-      [
-        "ստա",
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-      [
-        "odráž",
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-      [
-        "feră",
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-      [
-        "▁itsensä",
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-      [
-        "ielu",
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-      [
-        "uerta",
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-      [
-        "▁ricevut",
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-      [
-        "▁pizzeri",
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-      [
-        "▁оказыва",
-        -14.085832595825195
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-      [
-        "▁Juu",
-        -14.085833549499512
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-      [
-        "▁vybraných",
-        -14.085848808288574
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-      [
-        "▁அவர்கள",
-        -14.085854530334473
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-      [
-        "mì",
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-        "▁Teem",
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-        "delijk",
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-        "▁Macedonia",
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-        "leśni",
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-        "▁położony",
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-        "mėl",
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-      [
-        "лоу",
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-        "▁Removal",
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-      [
-        "▁περισσότεροι",
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-        "▁социального",
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-        "stelpa",
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-        "olata",
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-        "▁bedoel",
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-        "▁conviene",
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-        "▁doporučuje",
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-        "▁karab",
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-        "्च",
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-        "AAAAAAAA",
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-        "пштин",
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-        "Italie",
-        -14.085957527160645
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-      [
-        "▁cafeter",
-        -14.085972785949709
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-      [
-        "▁оплачива",
-        -14.085972785949709
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-      [
-        "▁удовольствием",
-        -14.085996627807615
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-      [
-        "▁Ursula",
-        -14.086007118225098
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-      [
-        "▁Clicca",
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-      [
-        "ดื",
-        -14.086012840270996
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-      [
-        "▁wydatk",
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-      [
-        "▁κεφάλι",
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-      [
-        "ريش",
-        -14.086021423339844
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-      [
-        "▁biztosító",
-        -14.086042404174805
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-      [
-        "▁žinoma",
-        -14.086058616638184
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-      [
-        "▁γνωρίζ",
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-        "igal",
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-      [
-        "кож",
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-        "▁didelis",
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-        "▁Lundi",
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-        "huoneen",
-        -14.086089134216309
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-      [
-        "▁собствени",
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-      [
-        "▁accede",
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-      [
-        "lıktan",
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-        "aşa",
-        -14.086105346679688
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-      [
-        "ščit",
-        -14.086115837097168
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-      [
-        "▁Neutral",
-        -14.086116790771484
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-      [
-        "▁alinea",
-        -14.086116790771484
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-      [
-        "▁الک",
-        -14.086121559143066
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-      [
-        "arrior",
-        -14.086129188537598
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-        "flori",
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-      [
-        "бисте",
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-      [
-        "▁contant",
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-      [
-        "רבים",
-        -14.086166381835938
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-      [
-        "▁molecule",
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-      [
-        "▁диагностика",
-        -14.086228370666504
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-      [
-        "▁hintaan",
-        -14.08622932434082
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-      [
-        "▁essayé",
-        -14.086230278015137
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-      [
-        "▁الجم",
-        -14.086240768432615
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-      [
-        "▁Ιστορία",
-        -14.086243629455566
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-      [
-        "stella",
-        -14.086257934570312
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-      [
-        "▁Suuri",
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-      [
-        "▁platb",
-        -14.086260795593262
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-      [
-        "▁získá",
-        -14.086270332336426
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-      [
-        "strasz",
-        -14.086284637451172
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-      [
-        "muovi",
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-      [
-        "▁நில",
-        -14.086318969726562
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-      [
-        "غرام",
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-        "▁invitados",
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-      [
-        "▁ohjei",
-        -14.08633518218994
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-        "tiez",
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-      [
-        "činnosť",
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-      [
-        "ンと",
-        -14.086343765258787
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-      [
-        "гадує",
-        -14.086348533630373
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-      [
-        "▁Naţională",
-        -14.086350440979004
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-        "▁zwierzę",
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-      [
-        "young",
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-      [
-        "▁MICH",
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-        "ëri",
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-      [
-        "felvétel",
-        -14.086386680603027
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-      [
-        "▁zachova",
-        -14.086389541625977
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-      [
-        "▁искусств",
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-      [
-        "▁подробности",
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-      [
-        "▁\"...",
-        -14.086418151855469
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-      [
-        "үк",
-        -14.086443901062012
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-      [
-        "鄉",
-        -14.086451530456545
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-      [
-        "▁kese",
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-      [
-        "▁avancerad",
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-      [
-        "▁semelhante",
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-        "▁trestní",
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-        "▁Purtroppo",
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-      [
-        "▁verhindert",
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-      [
-        "흑",
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-      [
-        "▁Mortal",
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-      [
-        "kļū",
-        -14.08650016784668
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-      [
-        "▁vacsor",
-        -14.086501121520996
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-      [
-        "▁franqu",
-        -14.086503982543944
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-      [
-        "ルメ",
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-      [
-        "ರಿಸ",
-        -14.086530685424805
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-      [
-        "▁zusätzlichen",
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-      [
-        "▁umfangreiche",
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-      [
-        "▁rozšířen",
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-      [
-        "▁infekt",
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-      [
-        "бирають",
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-      [
-        "▁árnyék",
-        -14.086559295654297
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-      [
-        "‌نام",
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-      [
-        "яха",
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-      [
-        "gedaan",
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-      [
-        "▁اندیش",
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-      [
-        "সং",
-        -14.086623191833496
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-      [
-        "▁Éco",
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-      [
-        "hagyta",
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-      [
-        "υδρ",
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-      [
-        "בעל",
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-      [
-        "्ब",
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-      [
-        "vaggio",
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-      [
-        "▁despi",
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-      [
-        "▁raportul",
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-      [
-        "urk",
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-      [
-        "▁yaşı",
-        -14.08669090270996
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-      [
-        "▁senaryo",
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-      [
-        "unnar",
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-      [
-        "▁معرفت",
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-      [
-        "dĺž",
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-      [
-        "▁никого",
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-      [
-        "ļas",
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-      [
-        "▁szkoda",
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-      [
-        "rivé",
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-      [
-        "▁dizaine",
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-      [
-        "▁kararlar",
-        -14.086798667907717
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-      [
-        "▁Willen",
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-      [
-        "▁vreemde",
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-      [
-        "▁obtížn",
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-      [
-        "LMA",
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-      [
-        "▁masing",
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-      [
-        "▁løber",
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-      [
-        "▁publico",
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-      [
-        "▁morgenen",
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-      [
-        "▁Taranto",
-        -14.086851119995115
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-      [
-        "▁recens",
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-      [
-        "phth",
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-      [
-        "▁vyššie",
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-      [
-        "cerin",
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-      [
-        "▁инспекци",
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-      [
-        "▁کارایی",
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-      [
-        "▁ניתוח",
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-      [
-        "▁столица",
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-      [
-        "cyjna",
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-      [
-        "毁",
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-      [
-        "▁löyd",
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-        "▁можу",
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-        "▁Balení",
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-        "säu",
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-      [
-        "kunnassa",
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-      [
-        "▁lämnade",
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-      [
-        "▁متقاضیان",
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-      [
-        "्यावर",
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-      [
-        "▁AVEN",
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-      [
-        "▁Prea",
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-        "местно",
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-      [
-        "brenner",
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-      [
-        "Queremos",
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-      [
-        "ериал",
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-      [
-        "▁augš",
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-      [
-        "spelet",
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-      [
-        "▁Ragnar",
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-        "▁banh",
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-      [
-        "काली",
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-      [
-        "▁sukupuol",
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-        "bgerufen",
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-        "▁neutraliz",
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-      [
-        "zmēr",
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-      [
-        "τιση",
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-      [
-        "▁enlaces",
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-      [
-        "▁νοσοκομείο",
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-        "riză",
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-      [
-        "▁potlač",
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-        "▁Greu",
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-        "▁باستان",
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-        "րեն",
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-        "jših",
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-        "をすること",
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-        "▁kytk",
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-        "▁syft",
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-        "▁yerleştir",
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-        "tyminen",
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-        "هلي",
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-        "▁vulner",
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-        "▁réaction",
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-        "gebäude",
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-        "▁sicilian",
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-        "▁утворення",
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-        "lieder",
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-        "▁столб",
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-        "▁hemel",
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-        "▁ekipa",
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-        "контрол",
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-        "▁сув",
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-        "▁instrucciones",
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-        "▁bios",
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-        "μές",
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-        "▁μονάδες",
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-        "aquests",
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-        "عط",
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-        "novel",
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-        "айында",
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-        "альному",
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-        "ුම",
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-        "artikelen",
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-        "энн",
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-        "▁gag",
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-        "adonara",
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-        "овського",
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-        "▁тала",
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-        "▁знаеш",
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-        "ρμ",
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-        "▁nincsenek",
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-        "listele",
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-        "giem",
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-        "OYA",
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-        "▁Molin",
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-        "▁wzię",
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-        "▁remake",
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-        "▁Somme",
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-        "rallen",
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-        "ίκα",
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-        -14.109638214111328
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-      [
-        "\u0007\u0005\u0005",
-        -14.109641075134276
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-      [
-        "▁nasjonale",
-        -14.109642028808594
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-      [
-        "▁Voluntari",
-        -14.109646797180176
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-        "гает",
-        -14.109651565551758
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-      [
-        "ävät",
-        -14.109657287597656
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-        "ااا",
-        -14.109657287597656
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-      [
-        "لنگ",
-        -14.109659194946287
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-        "TEMA",
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-        "elektronik",
-        -14.109698295593262
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-        "▁incentivar",
-        -14.10970687866211
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-        "▁kaikke",
-        -14.109707832336426
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-      [
-        "▁Jugendlichen",
-        -14.10971736907959
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-      [
-        "▁sred",
-        -14.109722137451172
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-        "▁spożywa",
-        -14.109736442565918
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-        "inck",
-        -14.109745025634766
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-        "▁romer",
-        -14.109745025634766
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-        "▁sentimentos",
-        -14.109747886657717
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-        "▁kulta",
-        -14.109777450561523
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-      [
-        "ilməsi",
-        -14.109784126281738
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-      [
-        "▁Aspir",
-        -14.109785079956056
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-        "läsning",
-        -14.10979461669922
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-      [
-        "\u0005\b\u0005",
-        -14.10980224609375
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-      [
-        "▁érdek",
-        -14.10980224609375
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-      [
-        "esitys",
-        -14.109807014465332
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-      [
-        "ないような",
-        -14.109810829162598
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-      [
-        "▁ağrısı",
-        -14.10981273651123
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-      [
-        "▁Cresc",
-        -14.10984230041504
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-      [
-        "▁Nosotros",
-        -14.109845161437988
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-      [
-        "▁Ambient",
-        -14.109864234924316
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-      [
-        "▁educador",
-        -14.10986614227295
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-      [
-        "▁verksamhets",
-        -14.109868049621582
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-      [
-        "ఘ",
-        -14.10989761352539
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-      [
-        "ඹ",
-        -14.10989761352539
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-      [
-        "▁oerhört",
-        -14.109898567199709
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-      [
-        "▁PHILIP",
-        -14.10990047454834
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-      [
-        "▁χειρουργ",
-        -14.10990047454834
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-      [
-        "▁izkušnj",
-        -14.109901428222656
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-      [
-        "▁schudnąć",
-        -14.109901428222656
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-        "redder",
-        -14.109906196594238
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-        "▁ochranný",
-        -14.109907150268556
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-        "▁Schengen",
-        -14.10991382598877
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-        "▁runda",
-        -14.109914779663086
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-      [
-        "▁вегета",
-        -14.109914779663086
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-      [
-        "▁hubungan",
-        -14.109918594360352
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-      [
-        "QUEST",
-        -14.109920501708984
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-      [
-        "▁Puk",
-        -14.109920501708984
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-      [
-        "здно",
-        -14.1099214553833
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-      [
-        "کلا",
-        -14.109933853149414
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-      [
-        "▁fourniture",
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-      [
-        "▁przetrwa",
-        -14.109949111938477
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-      [
-        "▁Zprávy",
-        -14.109954833984377
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-      [
-        "▁föremål",
-        -14.109977722167969
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-      [
-        "▁העליון",
-        -14.109983444213867
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-      [
-        "▁Pół",
-        -14.109984397888184
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-      [
-        "▁tsunami",
-        -14.10999584197998
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-      [
-        "EMBR",
-        -14.11000156402588
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-      [
-        "アデ",
-        -14.110007286071776
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-      [
-        "▁liikaa",
-        -14.11001205444336
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-      [
-        "▁stake",
-        -14.110021591186523
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-      [
-        "▁dosering",
-        -14.110025405883787
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-      [
-        "lba",
-        -14.110037803649902
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-      [
-        "دروس",
-        -14.1100435256958
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-      [
-        "▁zadowolony",
-        -14.110071182250977
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-      [
-        "undra",
-        -14.110084533691406
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-      [
-        "▁Vendre",
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-        "▁pochází",
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-      [
-        "gonal",
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-      [
-        "▁Soporte",
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-      [
-        "Ef",
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-      [
-        "afstand",
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-      [
-        "▁respectivos",
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-      [
-        "▁ефективності",
-        -14.11014175415039
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-      [
-        "רוני",
-        -14.110164642333984
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-      [
-        "رًا",
-        -14.110166549682615
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-      [
-        "isible",
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-      [
-        "قوية",
-        -14.11017608642578
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-      [
-        "▁Felice",
-        -14.11017608642578
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-        "▁リング",
-        -14.110179901123049
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-      [
-        "▁Eliza",
-        -14.110182762145996
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-        "▁Venäjän",
-        -14.110184669494627
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-      [
-        "likkus",
-        -14.11019229888916
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-      [
-        "▁верн",
-        -14.110194206237791
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-      [
-        "▁ført",
-        -14.110200881958008
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-        "▁Canale",
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-        "▁trouvez",
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-        "▁interesado",
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-        "ijden",
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-        "▁capitolo",
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-        "▁comedy",
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-        "inserimento",
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-        "▁Lắ",
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-        "▁Maisons",
-        -14.110276222229004
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-      [
-        "▁melodie",
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-        "ONTO",
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-        "▁Residencial",
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-        "hoteller",
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-        "إعلان",
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-        "▁påstå",
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-        "szerviz",
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-        "ایمان",
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-        "▁Ouder",
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-      [
-        "▁விட்டு",
-        -14.1103515625
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-        "▁turėti",
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-        "ranium",
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-        "▁Medicament",
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-        "▁förstör",
-        -14.110374450683594
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-        "▁podremos",
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-      [
-        "だか",
-        -14.110380172729492
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-      [
-        "▁fleece",
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-      [
-        "▁türkiye",
-        -14.110382080078123
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-        "▁ejecutar",
-        -14.11038589477539
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-      [
-        "▁پاور",
-        -14.11038875579834
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-      [
-        "▁kuninga",
-        -14.110403060913086
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-      [
-        "▁yenil",
-        -14.110404014587402
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-      [
-        "▁Naţionale",
-        -14.110405921936035
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-        "ruil",
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-        "▁الأمام",
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-        "▁уменьшени",
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-      [
-        "riques",
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-      [
-        "azni",
-        -14.11044979095459
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-      [
-        "▁drops",
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-      [
-        "社に",
-        -14.110454559326172
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-      [
-        "▁الخبراء",
-        -14.11046028137207
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-      [
-        "▁priemon",
-        -14.110472679138184
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-      [
-        "trovo",
-        -14.110474586486816
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-      [
-        "▁nervi",
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-      [
-        "▁najbliższ",
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-      [
-        "疏",
-        -14.110504150390623
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-      [
-        "ledd",
-        -14.110517501831056
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-      [
-        "▁vindue",
-        -14.110520362854004
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-        "stoupení",
-        -14.1105318069458
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-        "laştı",
-        -14.1105375289917
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-      [
-        "▁Allora",
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-      [
-        "▁працівники",
-        -14.110549926757812
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-      [
-        "▁personalului",
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-      [
-        "宰",
-        -14.110557556152344
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-      [
-        "skór",
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-        "▁ідеальн",
-        -14.11056900024414
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-        "обл",
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-        "▁locuint",
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-        "şkın",
-        -14.110584259033203
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-        "▁hästar",
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-        "▁Cezar",
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-        "▁hadir",
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-        "▁photographer",
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-        "▁JAC",
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-        "▁amable",
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-        "▁zaost",
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-        "akademie",
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-        "▁Trus",
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-        "▁sorgulama",
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-        "▁потребител",
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-      [
-        "▁uszkodzenia",
-        -14.110676765441896
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-        "▁Braşov",
-        -14.110687255859377
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-        "▁opiniões",
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-        "мита",
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-        "▁mluvit",
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-        "zoru",
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-        "▁أور",
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-        "▁Figuren",
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-        "chání",
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-        "▁finds",
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-      [
-        "▁bitar",
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-        "▁alimentaires",
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-        "صلاح",
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-      [
-        "жений",
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-      [
-        "▁emelked",
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-        "▁двама",
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-        "hráli",
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-        "▁megrendelés",
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-        "GHI",
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-      [
-        "عائلات",
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-        "▁російських",
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-        "minden",
-        -14.110869407653809
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-      [
-        "jskih",
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-        "▁Рекоменд",
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-        "▁নির্ম",
-        -14.11088752746582
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-      [
-        "▁Сай",
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-        "▁depresj",
-        -14.110898971557615
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-        "▁Registered",
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-        "▁örneği",
-        -14.110919952392578
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-        "▁nepat",
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-        "läd",
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-        "▁caza",
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-        "▁Pontevedra",
-        -14.110943794250488
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-        "Byg",
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-        "が気にな",
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-        "▁dışarıda",
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-        "▁internationales",
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-        "ilhos",
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-        "kuz",
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-        "▁descarcă",
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-        "▁съдебн",
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-        "LTO",
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-        "däm",
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-        "▁gezgin",
-        -14.11112117767334
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-        "izadora",
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-        "JOS",
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-      [
-        "pédi",
-        -14.111130714416504
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-        "▁nazýva",
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-      [
-        "jenta",
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-      [
-        "ojciec",
-        -14.111154556274414
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-      [
-        "▁төм",
-        -14.111162185668944
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-      [
-        "▁התב",
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-        "STATE",
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-        "▁kendileri",
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-        "▁directrice",
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-        "▁καταλ",
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-        "нада",
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-        "PAP",
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-        "▁upozorn",
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-        "onera",
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-        "HINE",
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-        "тл",
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-        "▁chileno",
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-        "▁मुख",
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-        "Наш",
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-        "ндук",
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-        "نفسك",
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-        "вреда",
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-        "いてい",
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-        "▁atrag",
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-        "jäsen",
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-        "крест",
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-        "▁extrakt",
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-        "աբեր",
-        -14.111328125
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-        "▁doufám",
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-        "▁tavo",
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-        "ząd",
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-        "instellingen",
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-        "▁prizna",
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-        "▁prete",
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-        "▁ondas",
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-        "Ngày",
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-        "▁tkank",
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-        "▁дизель",
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-        "▁audini",
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-        "▁лад",
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-        "ruter",
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-        "▁entreten",
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-        "▁SOC",
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-        "▁περιουσ",
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-        "▁Bourgogne",
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-        "▁napięcia",
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-        "▁الأفريقي",
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-        "▁odcieni",
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-        "▁nebudu",
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-        "▁determinadas",
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-        "▁keda",
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-        "▁aside",
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-        "▁avstand",
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-        "▁Namibi",
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-        "▁жителів",
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-        "▁välti",
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-        "sammelt",
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-        "▁Gennem",
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-        "▁عبارتند",
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-        "negru",
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-        "תול",
-        -14.111559867858888
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-        "▁Chcesz",
-        -14.111559867858888
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-      [
-        "▁unghii",
-        -14.111566543579102
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-        "の求人情報",
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-        "行の",
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-        "▁ordinaria",
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-        "▁гаджет",
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-        "ykehus",
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-        "osobowy",
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-        "makla",
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-        "▁palautu",
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-        "▁pariuri",
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-        "▁ragion",
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-        "はございません",
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-        "Comfort",
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-        "artość",
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-        "▁promociona",
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-        "ล่",
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-        "▁Conversa",
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-        "▁chestiun",
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-        "นักพนัน",
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-        "▁conflicte",
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-        "▁Примор",
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-        "ськими",
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-        "skære",
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-        "ったのですが",
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-        "▁النهار",
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-        "jira",
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-        "▁narodow",
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-        "▁Kerala",
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-        "▁berørt",
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-        "▁likewise",
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-        "▁тона",
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-        "▁feriado",
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-        "gelistet",
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-        "kering",
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-        "sokeri",
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-        "ózsa",
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-        "LTA",
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-        "وارد",
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-        "акси",
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-        "▁κερδίσ",
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-        "▁kalu",
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-        "▁поширення",
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-        "daca",
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-        "caris",
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-        "gelb",
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-        "のレ",
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-        "lila",
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-        "tempt",
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-        "▁lengde",
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-        "▁šeimos",
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-        "薇",
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-        "▁здається",
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-        "▁Guara",
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-        "ิช",
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-        "ثيرة",
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-        "hodou",
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-        "▁парн",
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-        "▁alumno",
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-        "▁Excitat",
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-        "\"#",
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-        "ったとき",
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-        "▁Ramírez",
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-        "▁βάρους",
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-        "▁Jednocześnie",
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-        "▁Смотрите",
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-        "hdessä",
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-        "▁ricicl",
-        -14.113097190856934
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-      [
-        "Roy",
-        -14.113102912902832
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-      [
-        "▁declaró",
-        -14.11311149597168
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-      [
-        "▁amatör",
-        -14.113117218017578
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-      [
-        "▁selleks",
-        -14.113117218017578
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-      [
-        "▁obecność",
-        -14.113120079040527
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-      [
-        "▁αρχικά",
-        -14.113120079040527
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-        "▁wymyśl",
-        -14.11312198638916
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-        "▁земедел",
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-        "▁uzavře",
-        -14.11313247680664
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-        "inamarca",
-        -14.11315631866455
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-        "▁Komuni",
-        -14.113160133361816
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-        "▁messenger",
-        -14.113168716430664
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-      [
-        "szlo",
-        -14.113179206848145
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-      [
-        "alderen",
-        -14.113183975219728
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-      [
-        "▁Современны",
-        -14.11318588256836
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-      [
-        "attach",
-        -14.113186836242676
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-      [
-        "▁arabi",
-        -14.113191604614258
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-        "▁vlastný",
-        -14.113195419311523
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-        "▁solusi",
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-        "▁съществ",
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-      [
-        "लाने",
-        -14.113235473632812
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-      [
-        "▁procedury",
-        -14.113236427307127
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-      [
-        "▁наказание",
-        -14.113245010375977
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-      [
-        "\u0006\u0005。",
-        -14.113248825073242
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-      [
-        "īju",
-        -14.113251686096191
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-      [
-        "▁отказаться",
-        -14.11325454711914
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-      [
-        "ƠN",
-        -14.113259315490724
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-        "▁interessat",
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-        "▁tiener",
-        -14.11326789855957
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-        "▁Ungu",
-        -14.113283157348633
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-      [
-        "nirea",
-        -14.113285064697266
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-      [
-        "rsr",
-        -14.113285064697266
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-      [
-        "▁pituu",
-        -14.113298416137695
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-      [
-        "▁headline",
-        -14.11330223083496
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-      [
-        "▁הביטחון",
-        -14.113303184509276
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-      [
-        "▁تروریستی",
-        -14.113303184509276
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-      [
-        "▁Реферат",
-        -14.113306999206545
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-      [
-        "▁кав",
-        -14.11331844329834
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-      [
-        "▁वर्षीय",
-        -14.11331844329834
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-      [
-        "iselta",
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-        "ulong",
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-        "▁kilátás",
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-      [
-        "سياق",
-        -14.113337516784668
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-      [
-        "▁میتواند",
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-      [
-        "▁жүйе",
-        -14.11334228515625
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-      [
-        "Golf",
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-      [
-        "▁přestup",
-        -14.113348007202148
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-      [
-        "shots",
-        -14.11335563659668
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-      [
-        "▁sarakst",
-        -14.113357543945312
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-      [
-        "‌ک",
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-      [
-        "▁procesów",
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-      [
-        "▁autoriz",
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-        "▁kämpa",
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-        "▁futbolista",
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-        "▁традиция",
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-        "▁geografisk",
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-      [
-        "▁артикул",
-        -14.113422393798828
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-      [
-        "▁ove",
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-      [
-        "شارة",
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-      [
-        "▁poging",
-        -14.113438606262209
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-      [
-        "▁transpira",
-        -14.113458633422852
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-      [
-        "IERE",
-        -14.113460540771484
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-      [
-        "ităţilor",
-        -14.113479614257812
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-      [
-        "otique",
-        -14.113487243652344
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-      [
-        "Liv",
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-      [
-        "▁העמ",
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-      [
-        "▁suš",
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-      [
-        "kehren",
-        -14.113545417785645
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-      [
-        "▁symptomen",
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-      [
-        "vku",
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-      [
-        "▁Fail",
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-      [
-        "▁curious",
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-      [
-        "▁infancia",
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-      [
-        "▁Administrador",
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-        "uerte",
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-      [
-        "spejl",
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-      [
-        "▁jellemzői",
-        -14.113595008850098
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-      [
-        "▁undan",
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-      [
-        "▁látogat",
-        -14.11362361907959
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-        "▁psychische",
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-        "▁plasa",
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-      [
-        "▁Vragen",
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-        "▁expliquer",
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-        "Neil",
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-        "▁grit",
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-        "▁težave",
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-        "▁vastgoed",
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-      [
-        "ர்ந்து",
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-      [
-        "▁відносно",
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-      [
-        "ækker",
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-      [
-        "▁обязательств",
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-      [
-        "▁problématique",
-        -14.11369800567627
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-      [
-        "▁Gev",
-        -14.113701820373535
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-      [
-        "▁خلاله",
-        -14.113703727722168
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-      [
-        "▁напада",
-        -14.113713264465332
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-      [
-        "ságban",
-        -14.113717079162598
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-      [
-        "бно",
-        -14.113725662231444
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-      [
-        "▁Sensi",
-        -14.113734245300291
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-      [
-        "▁Patria",
-        -14.113737106323242
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-      [
-        "▁Sila",
-        -14.113739967346191
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-      [
-        "▁Garan",
-        -14.113740921020508
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-      [
-        "斉",
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-      [
-        "▁předměty",
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-      [
-        "▁részes",
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-      [
-        "▁sooj",
-        -14.113789558410645
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-      [
-        "▁imaging",
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-      [
-        "üdü",
-        -14.113799095153809
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-      [
-        "ženou",
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-      [
-        "ўнік",
-        -14.113808631896973
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-      [
-        "▁бъ",
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-      [
-        "võr",
-        -14.113842010498049
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-      [
-        "owboy",
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-      [
-        "Technologie",
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-      [
-        "▁diam",
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-      [
-        "▁indflydelse",
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-      [
-        "▁lithium",
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-        "▁symbols",
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-      [
-        "▁முடியும்",
-        -14.11387062072754
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-      [
-        "▁hormig",
-        -14.113871574401855
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-      [
-        "▁нажмите",
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-      [
-        "▁вызвать",
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-        "▁schaut",
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-        "▁northern",
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-      [
-        "▁vlastních",
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-        "▁українська",
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-        "▁gyakorlatok",
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-        "مصلحة",
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-      [
-        "▁agentúr",
-        -14.113929748535156
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-      [
-        "▁باکتری",
-        -14.113933563232422
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-      [
-        "abonne",
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-        "▁Wildlife",
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-        "pół",
-        -14.113945960998535
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-      [
-        "▁plugins",
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-        "▁имоти",
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-      [
-        "▁مسابقة",
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-        "▁आल",
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-      [
-        "▁муниципальных",
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-        "▁SALA",
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-        "▁morreu",
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-        "ترح",
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-        "árga",
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-        "▁проводят",
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-        "vězd",
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-        "▁normales",
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-        "▁söylem",
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-        "izasyon",
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-        "Poker",
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-        "▁testigo",
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-        "▁dimensiunea",
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-        "▁zatrudni",
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-        "▁exercices",
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-        "▁asiatisk",
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-        "▁yhteys",
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-        "▁Beschluss",
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-        "▁این‌که",
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-        "▁Otomatik",
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-        "▁umel",
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-        "evano",
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-        "▁glasbe",
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-        "▁mateřské",
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-        "▁скрип",
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-        "مراجعة",
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-        "▁Symbole",
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-        "▁morceaux",
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-        "인카지노",
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-        "▁suhtes",
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-        "kommande",
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-        "ομένου",
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-        "▁firmaet",
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-        "▁ustali",
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-        "▁kyseliny",
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-        "sugu",
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-        "ukla",
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-        "עז",
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-        "▁ημερομηνία",
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-        "▁ernstig",
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-        "▁отмет",
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-        "▁integritet",
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-        "▁közepén",
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-        "скре",
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-        "नको",
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-        "▁förbered",
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-        "لیل",
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-        "Манчест",
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-        "▁katil",
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-        "jela",
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-        "ेस्ट",
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-        "samantha",
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-        "▁kosthold",
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-        "▁דק",
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-        "▁põhjus",
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-        "שער",
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-        "▁Británie",
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-        "agogi",
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-        "ühlen",
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-        "▁различно",
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-        "نیم",
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-        "зика",
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-        "▁القرارات",
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-        "ARIS",
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-        "▁kissa",
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-        "▁ΕΙ",
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-        "шні",
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-        "δεικνύ",
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-        "▁acercar",
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-        "▁தாக்க",
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-        "ဖို",
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-        "▁الإجمالي",
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-        "▁maging",
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-        "▁πρώτος",
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-        "▁Pase",
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-        "VRE",
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-        "アリー",
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-        "kurti",
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-        "طالبة",
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-        "▁colega",
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-        "cual",
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-        "▁التحر",
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-        "αίων",
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-        "farts",
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-        "▁kilenc",
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-        "▁pořídi",
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-        "▁tramvaj",
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-        "LASS",
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-        "ΟΥΛ",
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-        "OVO",
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-        "▁избирател",
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-        "▁hoitaa",
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-        "▁دختران",
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-        "▁Ond",
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-        "▁dynamisk",
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-        "▁cutan",
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-        "magne",
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-        "tnych",
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-        "óki",
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-        "▁стартира",
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-        "nnige",
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-        "▁Überraschung",
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-        "▁reparar",
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-        "بلی",
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-        "▁службе",
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-        "interprétation",
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-        "▁arrecada",
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-        "▁strel",
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-        "nický",
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-        "▁Hinsicht",
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-        "holic",
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-        "▁Parlamentar",
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-        "▁espécies",
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-        "▁засн",
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-        "▁doručen",
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-      [
-        "ეც",
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-        "▁kvalitě",
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-        "från",
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-        "▁Kette",
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-        "fát",
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-        "▁banques",
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-        "こんにちは",
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-        "▁ún",
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-      [
-        "годишен",
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-        "▁schweren",
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-        "▁prorroga",
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-        "▁Umbr",
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-        "▁dokumentace",
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-        "byggnaden",
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-        "▁benzy",
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-        "▁powierz",
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-        "▁залишити",
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-        "▁dzimuma",
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-        "▁nauči",
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-        "ierea",
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-        "▁kesti",
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-        "ciao",
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-        "▁ajatus",
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-        "▁wakacj",
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-        "ursă",
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-      [
-        "▁látványos",
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-        "▁blonda",
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-        "حكمة",
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-        "▁ERA",
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-        "▁klientom",
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-        "スキャ",
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-        "جرائم",
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-        "▁активіст",
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-        "като",
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-        "anzug",
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-        "ロフ",
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-        "▁Науков",
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-        "▁počítá",
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-        "▁ukončen",
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-        "▁страхування",
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-        "きません",
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-        "▁différente",
-        -14.129471778869627
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-      [
-        "سانس",
-        -14.129474639892578
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-        "▁Vídeos",
-        -14.129476547241213
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-      [
-        "▁sebepler",
-        -14.129483222961426
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-      [
-        "▁ascunsă",
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-        "vą",
-        -14.129487991333008
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-        "huận",
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-        "のゲーム",
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-        "▁úrovn",
-        -14.12949562072754
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-        "prowadzą",
-        -14.12950325012207
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-        "▁digesti",
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-        "▁trobe",
-        -14.129509925842283
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-      [
-        "▁பெரும்",
-        -14.1295166015625
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-        "ایب",
-        -14.129528999328612
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-      [
-        "▁imposé",
-        -14.12953281402588
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-      [
-        "▁bồ",
-        -14.12953758239746
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-        "▁Fossil",
-        -14.129539489746094
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-        "▁förhand",
-        -14.12954044342041
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-        "қас",
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-      [
-        "atlet",
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-        "nisso",
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-        "▁जवा",
-        -14.12956428527832
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-        "▁besluttet",
-        -14.12956714630127
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-      [
-        "ябрь",
-        -14.129569053649902
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-        "անկա",
-        -14.129578590393066
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-        "▁качеството",
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-        "tingen",
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-        "tutako",
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-        "▁Epo",
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-        "▁заслужен",
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-        "lées",
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-        "teci",
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-        "▁Monc",
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-        "аген",
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-        "▁opvolg",
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-        "รบ",
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-        "rechtliche",
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-        "▁Cortij",
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-        "▁Πατ",
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-        "▁Vibe",
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-        "▁разработчик",
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-        "tolsó",
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-        "Storage",
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-        "cherà",
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-        "▁presun",
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-        "ографии",
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-        "střední",
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-        "tausend",
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-        "▁Caden",
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-        "perhatikan",
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-        "▁atractiv",
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-        "sille",
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-        "▁stenen",
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-        "▁sought",
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-        "▁watched",
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-        "soul",
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-        "виль",
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-        "▁diperlukan",
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-      [
-        "▁suunniteltu",
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-        "ーミング",
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-        "▁Multumesc",
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-        "▁preparato",
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-        "▁cytryn",
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-        "▁предыдущи",
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-        "zování",
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-        "▁wyznacz",
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-        "ancu",
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-      [
-        "uşa",
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-        "▁bonjour",
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-        "んでしま",
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-        "▁votare",
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-        "▁dynamische",
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-        "▁galimybę",
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-        "▁अग्",
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-      [
-        "probleem",
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-        "▁आर्",
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-      [
-        "▁Gestione",
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-        "▁miracol",
-        -14.129950523376465
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-      [
-        "▁დაა",
-        -14.129966735839844
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-      [
-        "ட்டிய",
-        -14.12996768951416
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-      [
-        "▁прослав",
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-        "▁apsaug",
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-      [
-        "רפוא",
-        -14.1300048828125
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-      [
-        "▁wybrany",
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-      [
-        "▁liittyvi",
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-      [
-        "ार्",
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-        "▁terrorismo",
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-      [
-        "accro",
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-        "fale",
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-      [
-        "айлы",
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-        "▁ειδικό",
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-      [
-        "bió",
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-      [
-        "▁valent",
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-        "ASP",
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-        "▁kölcsön",
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-        "oktatás",
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-      [
-        "тање",
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-        "▁Tivoli",
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-        "จากนั้น",
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-      [
-        "▁actiuni",
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-      [
-        "▁skaičius",
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-      [
-        "▁Проблема",
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-      [
-        "▁XXII",
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-      [
-        "▁เจ",
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-        "▁svítidl",
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-        "yron",
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-        "▁εσωτερικό",
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-        "▁pochop",
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-        "ттар",
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-        "▁înregistrate",
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-        "vierten",
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-        "Tools",
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-        "olah",
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-        "ვარი",
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-      [
-        "▁Оф",
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-      [
-        "קציות",
-        -14.13022232055664
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-      [
-        "сата",
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-      [
-        "कुमार",
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-      [
-        "を見つける",
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-      [
-        "gesloten",
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-        "▁magazinele",
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-        "▁Fotografi",
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-        "入っている",
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-        "▁matrice",
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-        "вался",
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-        "رسان",
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-        "једно",
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-        "▁fantasti",
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-        "gny",
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-        "▁Astronomi",
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-        "élite",
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-        "ষি",
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-        "烦",
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-        "▁Financier",
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-        "▁entscheidend",
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-        "▁cloth",
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-        "讼",
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-        "▁positivas",
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-        "▁Einar",
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-        "▁zvol",
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-        "▁поступил",
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-        "فوا",
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-        "reţ",
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-        "मन्त्री",
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-        "▁بتوانیم",
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-        "تعبئة",
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-        "judic",
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-        "▁ateit",
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-        "▁applau",
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-        "▁Matild",
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-        "▁لاست",
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-        "▁látogató",
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-        "jeri",
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-        "сюда",
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-        "기준",
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-        "▁پژوهشگر",
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-        "▁המקצוע",
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-        "▁gestartet",
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-        "▁trasfer",
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-        "▁преимуществ",
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-        "៌",
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-        "▁комисси",
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-        "▁Dvořák",
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-        "▁Έλληνα",
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-        "▁Maq",
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-        "▁Bundesregierung",
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-        "▁kontekście",
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-        "fodr",
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-        "φόρ",
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-        "darbība",
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-        "▁afrontar",
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-        "▁assert",
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-        "фте",
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-        "▁цените",
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-        "▁объекты",
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-        "уур",
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-        "▁julga",
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-        "enský",
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-        "DSL",
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-        "▁figurer",
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-        "wając",
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-        "▁उम्मीदवार",
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-        "مسيحي",
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-        "▁orientar",
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-        "Utmärkt",
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-        "▁dolní",
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-        "▁efectuarea",
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-        "▁olayın",
-        -14.133213996887209
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-        "gotov",
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-        "▁przedmiotów",
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-        "▁іншому",
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-        "▁policij",
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-        "ERAL",
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-        "▁bebelus",
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-        "▁facute",
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-      [
-        "▁เพื่อให้",
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-        "▁الوحدات",
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-        "▁přiblíž",
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-        "depth",
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-        "▁wycofa",
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-        "енерго",
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-        "▁saugum",
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-        "▁Jari",
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-        "здоров",
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-        "כלו",
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-        "▁cera",
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-        "estrutura",
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-        "▁genealog",
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-        "▁montón",
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-        "▁Lindgren",
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-        "▁розрахов",
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-        "▁پلاستیک",
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-        "ばれる",
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-      [
-        "▁क्षेत्रों",
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-        "▁пору",
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-        "▁Composition",
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-        "▁муниципал",
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-        "sionar",
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-        "▁Vysoká",
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-        "известни",
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-        "役立",
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-        "▁Сокол",
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-        "▁escritorio",
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-        "▁என்பத",
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-        "▁Lă",
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-        "▁dersler",
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-        "sugar",
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-        "▁చేస్త",
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-      [
-        "ที่อยู่",
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-      [
-        "zmann",
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-        "fleur",
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-        "▁исполни",
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-        "▁Продаж",
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-        "iktir",
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-        "muligheder",
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-        "Fans",
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-      [
-        "▁egyeztet",
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-      [
-        "ędz",
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-        "ötv",
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-        "inseng",
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-        "كأن",
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-        "▁закреп",
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-        "▁подкреп",
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-        "▁utgangspunktet",
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-        "كلي",
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-        "festen",
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-        "▁السكري",
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-        "लता",
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-        "Winter",
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-        "▁podpoři",
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-        "る事が",
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-        "ماذا",
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-      [
-        "▁Indlæg",
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-      [
-        "льн",
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-      [
-        "なくなって",
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-        "iiii",
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-      [
-        "▁społeczne",
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-        "ാത്ത",
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-        "stavy",
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-        "установ",
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-        "▁bostadsrätt",
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-        "suwa",
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-        "▁kokeilla",
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-        "nāk",
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-        "▁returret",
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-        "▁границы",
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-        "reuil",
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-        "▁Dziewczyn",
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-        "nutia",
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-        "▁escritos",
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-        "UTER",
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-        "nejš",
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-        "▁Светл",
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-        "合の",
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-        "きやすい",
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-        "lenke",
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-        "녁",
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-        "▁policier",
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-        "▁puteţi",
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-        "▁миллиона",
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-        "έστη",
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-        "volte",
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-        "lerinizin",
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-        "▁pressa",
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-        "habitatge",
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-        "▁заліз",
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-        "▁gelingt",
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-        "állat",
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-        "▁Comunicat",
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-        "合って",
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-        "cape",
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-        "▁remarc",
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-        "▁نوآوری",
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-        "न्त्र",
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-        "▁المقيم",
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-        "měně",
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-        "byggt",
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-        "иллер",
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-        "▁associação",
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-        "▁jaarlijkse",
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-        "▁тежк",
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-        "γματα",
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-        "▁chauff",
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-        "EES",
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-        "точно",
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-        "oporu",
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-        "▁tarvitsee",
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-        "introduzione",
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-        "збереж",
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-        "▁froide",
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-        "▁εξέταση",
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-        "▁высокую",
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-        "▁grense",
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-        "▁Спі",
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-        "▁recruit",
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-        "یونی",
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-        "▁tíma",
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-        "إرسال",
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-        "yanlar",
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-        "سالی",
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-        "ισμένος",
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-        "▁austriac",
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-        "▁beholder",
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-        "▁hyökkä",
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-        "πειρα",
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-        "▁Welle",
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-        "▁аналогічн",
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-        "肤",
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-        "▁случају",
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-      [
-        "ถูกต้อง",
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-      [
-        "ושות",
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-        "Dancing",
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-        "مثير",
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-        "▁podstatn",
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-        "▁Dieren",
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-        "מג",
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-        "▁orgasmo",
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-        "injaman",
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-        "▁orientado",
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-        "▁ellátott",
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-        "▁Rass",
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-        "▁مميزات",
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-        "itong",
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-        "屬",
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-        "▁бібліотека",
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-        "krevende",
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-        "▁doveva",
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-        "▁joustav",
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-        "cilerin",
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-        "ができた",
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-        "roubo",
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-        "xygen",
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-        "しやす",
-        -14.165048599243164
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-        "▁стер",
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-        "dało",
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-        "▁المستجد",
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-        "▁nechám",
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-      [
-        "▁hulladék",
-        -14.165088653564451
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-      [
-        "◀",
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-        "ABRI",
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-        "▁pripravil",
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-        "▁Švédsk",
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-        "▁Prueba",
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-        "▁Vinaphone",
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-        "▁felesleges",
-        -14.165104866027832
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-        "▁validation",
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-        "▁كش",
-        -14.165108680725098
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-        "▁Tere",
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-        "ssante",
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-        "цет",
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-        "▁Vanha",
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-        "кіх",
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-        "▁इस्",
-        -14.165138244628906
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-        "の運",
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-        "vítěz",
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-        "▁ημερών",
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-        "fejl",
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-        "▁commemora",
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-        "▁vähentää",
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-        "ställningen",
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-        "posée",
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-        "▁Изменен",
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-      [
-        "embri",
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-      [
-        "▁الته",
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-        "▁dažādu",
-        -14.165206909179688
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-        "▁Olanda",
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-        "ГР",
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-        "▁посетител",
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-        "▁читайте",
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-        "▁кристалл",
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-        "▁naturellement",
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-        "▁हिस्स",
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-        "▁Pinto",
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-        "▁gemel",
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-        "▁utmerket",
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-        "▁Cruc",
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-        "▁Edmonton",
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-        "اکت",
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-        "ンを",
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-        "▁Lotion",
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-        "▁Linear",
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-        "Alert",
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-        "acide",
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-        "▁μερικά",
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-        "▁Державного",
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-        "дера",
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-        "tafs",
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-        "มีโอกาส",
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-        "▁концепци",
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-        "▁פול",
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-        "ndige",
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-        "мося",
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-        "▁drugega",
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-        "▁ρύθμιση",
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-        "िय",
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-        "▁Väh",
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-        "▁Първо",
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-        "▁الشعوب",
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-        "▁bouteille",
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-        "▁Havel",
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-        "▁запросу",
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-        "пропи",
-        -14.165474891662598
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-        "▁tesi",
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-        "مانده",
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-        "לוו",
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-        "▁κρίσης",
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-        "▁картину",
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-        "θέσει",
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-        "عصب",
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-        "தனால்",
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-        "▁gözleri",
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-        "จำกัด",
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-        "Zobrazit",
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-        "مساهم",
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-        "मग",
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-        "صفحات",
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-        "reko",
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-        "ובו",
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-        "chetto",
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-        "анням",
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-        "Tweet",
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-        "▁ответа",
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-        "▁الهندسة",
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-        "宮城",
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-        "ہیں",
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-        "しくは",
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-        "▁perpetua",
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-        "arnival",
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-        "▁Seis",
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-        "carbonate",
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-        "éséről",
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-        "▁sostituzione",
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-        "▁SIC",
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-        "▁vizsga",
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-        "oisin",
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-        "▁indican",
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-        "▁オリ",
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-        "▁alderen",
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-        "ക്കിയ",
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-        "▁אזור",
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-        "▁povin",
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-        "▁allergia",
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-        "gyldig",
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-        "▁flutu",
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-        "ΝΤΑ",
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-        "семь",
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-        "▁manjš",
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-        "▁připrav",
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-        "jams",
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-        "▁harf",
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-        "dzem",
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-        "kány",
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-        "▁Остров",
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-        "incl",
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-        "▁previstos",
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-        "▁ipotesi",
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-        "արտա",
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-        "▁деце",
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-        "▁каждая",
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-        "▁Κατερίν",
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-        -14.169617652893066
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-      [
-        "▁reprend",
-        -14.169618606567385
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-      [
-        "▁dorește",
-        -14.16962718963623
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-      [
-        "სხვა",
-        -14.169633865356444
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-      [
-        "▁Collections",
-        -14.16964340209961
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-      [
-        "Mask",
-        -14.16964626312256
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-      [
-        "▁hommage",
-        -14.169650077819824
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-        "▁parafii",
-        -14.16966724395752
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-      [
-        "▁трансформ",
-        -14.169685363769531
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-      [
-        "▁Baile",
-        -14.169687271118164
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-      [
-        "ラベ",
-        -14.169699668884276
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-      [
-        "stable",
-        -14.16970157623291
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-      [
-        "▁вулиц",
-        -14.169703483581545
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-      [
-        "▁tykkää",
-        -14.169706344604492
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-      [
-        "lecciones",
-        -14.16970920562744
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-      [
-        "aiban",
-        -14.169713020324709
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-      [
-        "gynn",
-        -14.16971492767334
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-        "▁natan",
-        -14.169717788696287
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-      [
-        "migrazione",
-        -14.169727325439451
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-      [
-        "▁Amali",
-        -14.16972827911377
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-      [
-        "▁povz",
-        -14.16973114013672
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-      [
-        "▁المعرض",
-        -14.169739723205566
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-      [
-        "▁Emanuele",
-        -14.169748306274414
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-      [
-        "▁останній",
-        -14.169755935668944
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-      [
-        "▁иммунитет",
-        -14.16977310180664
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-      [
-        "▁обстоятельств",
-        -14.169775009155272
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-      [
-        "▁horários",
-        -14.169777870178224
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-      [
-        "▁γραφεί",
-        -14.16978645324707
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-      [
-        "pliki",
-        -14.16980266571045
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-      [
-        "▁eterno",
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-        "▁pratiqu",
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-      [
-        "▁AUS",
-        -14.16983699798584
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-        "▁koná",
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-      [
-        "▁stolte",
-        -14.16984748840332
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-        "▁bâti",
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-        "▁ESTADO",
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-        "▁Slovak",
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-        "līdz",
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-      [
-        "모델",
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-        "▁tanks",
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-        "währt",
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-      [
-        "دقيق",
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-        "▁jídelní",
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-      [
-        "متوسطة",
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-        "▁cibern",
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-      [
-        "▁gandit",
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-        "▁gereedschap",
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-      [
-        "رهم",
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-        "▁africana",
-        -14.17002773284912
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-      [
-        "▁расположены",
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-      [
-        "تصال",
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-      [
-        "▁συγκέντρωση",
-        -14.170055389404297
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-      [
-        "čáteční",
-        -14.170061111450195
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-      [
-        "іста",
-        -14.170062065124512
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-      [
-        "▁tyska",
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-      [
-        "cismo",
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-      [
-        "owner",
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-      [
-        "新型コロナ",
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-      [
-        "földi",
-        -14.170099258422852
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-      [
-        "ਓ",
-        -14.170103073120115
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-      [
-        "▁Kadıköy",
-        -14.170103073120115
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-      [
-        "▁Președintele",
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-      [
-        "▁Sjælland",
-        -14.170103073120115
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-      [
-        "▁kemungkinan",
-        -14.170103073120115
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-      [
-        "▁γυναικών",
-        -14.170103073120115
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-      [
-        "▁اتومبیل",
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-      [
-        "▁سرانجام",
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-      [
-        "▁Herhangi",
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-      [
-        "▁Rhythm",
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-      [
-        "ευτεί",
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-      [
-        "▁گزارشی",
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-      [
-        "▁भूमि",
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-      [
-        "▁Pantolon",
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-      [
-        "yaratan",
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-        "▁funcții",
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-        "▁menings",
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-        "▁buddhis",
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-        "▁Strik",
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-        "heesecake",
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-        "arrera",
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-      [
-        "▁Styret",
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-        "▁Jestliže",
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-      [
-        "▁инфраструктура",
-        -14.170173645019531
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-      [
-        "yıl",
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-      [
-        "の気",
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-      [
-        "▁jednotlivc",
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-      [
-        "blicken",
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-        "مفهوم",
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-        "▁venden",
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-      [
-        "ssd",
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-        "▁rilanci",
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-        "▁effectieve",
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-        "▁skyldig",
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-        "▁الخال",
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-        "sniegt",
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-        "▁uppdateras",
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-        "जूद",
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-        "▁prox",
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-        "hotovostní",
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-        "ICU",
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-        "▁mikrobi",
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-        "▁bredd",
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-        "▁variabile",
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-        "▁dolomit",
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-        "▁projekcie",
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-      [
-        "▁Kroatien",
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-      [
-        "▁nabídne",
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-        "▁Загальн",
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-      [
-        "を提",
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-        "ெரு",
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-        "▁бола",
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-        "▁utmaning",
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-        "▁автомобиле",
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-        "▁ghiacci",
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-        "avtalen",
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-        "▁vyčerp",
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-      [
-        "ltainen",
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-        "▁pescar",
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-      [
-        "▁түсі",
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-        "▁Nü",
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-      [
-        "▁Kerstin",
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-        "▁secundare",
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-        "▁Patrimonio",
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-      [
-        "▁mosk",
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-      [
-        "▁interpretación",
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-        "▁utilisent",
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-      [
-        "▁партнера",
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-        "რატ",
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-      [
-        "ostos",
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-        "▁trappe",
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-        "▁nenech",
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-        "لقة",
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-        "▁etiquetas",
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-        "стров",
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-        "▁commit",
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-        "▁prizade",
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-        "▁الصيانة",
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-      [
-        "שיט",
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-        "▁Inscription",
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-        "▁Rakennus",
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-        "unjungi",
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-        "sprochen",
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-        "▁Freitas",
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-        "▁имеющих",
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-        "▁funzionale",
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-        "▁paraziți",
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-        "▁equally",
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-        "gún",
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-        "▁गेल",
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-        "hluk",
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-        "يوني",
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-        "ωρα",
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-        "lapon",
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-        "تقوم",
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-        "тийн",
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-        "▁sterling",
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-        "▁деталі",
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-        "▁cheltuielile",
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-        "ографическ",
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-        "akyaj",
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-        "▁Piri",
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-        "▁slides",
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-        "жон",
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-        "▁wypłac",
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-        "▁Endur",
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-        "▁majetk",
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-        "▁электронн",
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-        "▁wyj",
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-        "▁separado",
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-        "▁ärende",
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-        "izmi",
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-        "▁marítim",
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-        "кули",
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-        "관련",
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-        "domas",
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-        "▁آلود",
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-        "طلقت",
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-        "▁технические",
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-        "öcke",
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-        "ohrom",
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-        "▁Ángeles",
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-        "Dacă",
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-        "HIN",
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-        "▁arthritis",
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-        "▁muschi",
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-        "kommission",
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-        "Keep",
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-        "coni",
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-        "▁rike",
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-        "▁publisert",
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-        "kâ",
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-        "onction",
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-        "▁omasta",
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-        "gând",
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-        "▁επίσκεψη",
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-        "▁pradėti",
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-        "▁duyur",
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-        "▁біль",
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-        "▁αίτηση",
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-        "▁omfatta",
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-        "▁Bots",
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-        "▁குடும்ப",
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-        "▁Gonzalez",
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-        "การใช้งาน",
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-        "▁pribadi",
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-        "▁разбер",
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-        "▁ciśnienie",
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-        "เป็นต้น",
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-        "änger",
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-        "adın",
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-        "ițe",
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-        "をおすすめします",
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-        "▁obserwacj",
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-        "σσεται",
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-        "трес",
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-        "ムを",
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-        "utiliz",
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-        "\u0005\u0005\u0006",
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-        "▁البرو",
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-        "▁anu",
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-        "oituksen",
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-        "פיצ",
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-        "ρεσ",
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-        "نف",
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-        "trion",
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-        "▁requi",
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-        "▁сара",
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-        "▁blodtryk",
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-        "▁aplicate",
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-        "▁plumbing",
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-        "عمومي",
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-        "ilun",
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-        "الما",
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-        "▁eingebaut",
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-        "LISTA",
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-        "flă",
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-        "▁להתא",
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-        "▁rugăciun",
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-        "länk",
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-        "▁señalado",
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-        "▁приче",
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-        "MARE",
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-        "▁стражда",
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-        "▁мягко",
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-        "▁дистанці",
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-        "auschal",
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-        "илья",
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-        "pritz",
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-        "χουν",
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-        "hypo",
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-        "▁temsilcisi",
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-        "izálás",
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-        "▁נקוד",
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-        "厉",
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-        "▁yogur",
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-      [
-        "▁játékosok",
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-        "ualmente",
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-        "▁Aline",
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-        "▁Kuruluş",
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-        "einrichtung",
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-        "▁aardig",
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-        "▁обекти",
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-        "▁Derzeit",
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-        "▁planerar",
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-        "nisz",
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-        "akrament",
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-        "▁gạ",
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-        "اصب",
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-        "▁résumé",
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-        "واش",
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-        "ndose",
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-        "▁iria",
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-        "贤",
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-        "▁levetid",
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-        "▁manifestations",
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-        "medo",
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-        "▁Bezirks",
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-        "▁uvedeno",
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-        "mechanik",
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-        "▁Sched",
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-        "addin",
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-        "pornografi",
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-        "▁навпаки",
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-        "▁feltétlenül",
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-        "▁Алл",
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-        "▁Viver",
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-        "▁sykl",
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-        "таф",
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-        "Description",
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-        "▁cripto",
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-        "medical",
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-        "▁descrição",
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-        "▁Sportovní",
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-        "▁tarziu",
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-      [
-        "ітку",
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-        "▁najniższ",
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-        "▁крепост",
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-      [
-        "のスタッフ",
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-        "▁Çam",
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-      [
-        "lého",
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-        "▁beig",
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-        "dāv",
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-        "tīvā",
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-        "kulturell",
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-        "gondozás",
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-        "▁europäische",
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-        "▁lokakuu",
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-        "▁zákazníka",
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-        "strogen",
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-        "▁evapora",
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-        "родження",
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-        "▁bununla",
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-        "▁letošního",
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-        "▁Директ",
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-        "kelder",
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-        "▁etkisini",
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-        "▁sisällö",
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-        "MINE",
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-        "לקח",
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-        "žev",
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-        "▁envolvendo",
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-        "にします",
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-        "をつ",
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-        "▁Spread",
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-        "▁scopuri",
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-        "▁cạn",
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-        "▁Traj",
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-        "▁invadi",
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-        "ivri",
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-        "▁попере",
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-        "▁emplois",
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-        "▁forekomme",
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-        "▁informeren",
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-        "▁trene",
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-        "dünn",
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-        "▁obsahují",
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-        "ルフ",
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-        "▁денежны",
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-        "egarek",
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-        "eszter",
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-        "▁rurales",
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-        "▁kelionė",
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-        "ضاع",
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-        "▁amplasat",
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-        "urent",
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-        "▁кохан",
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-        "▁képernyő",
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-        "▁rendelkez",
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-        "▁historiques",
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-        "lamo",
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-        "▁بالطبع",
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-        "adrão",
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-        "▁Норм",
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-        "▁neopr",
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-        "кво",
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-        "mokėjim",
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-        "杩",
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-        "වෙන්",
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-        "Mercedes",
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-        "わから",
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-        "เพียงแค่",
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-        "▁Enstitüsü",
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-        "▁αντίδραση",
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-        "▁শিক্ষার্থী",
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-        "듭",
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-        "▁δημοφιλ",
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-        "realiz",
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-        "▁vybrať",
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-        -14.174410820007324
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-        "▁הביטוח",
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-        "▁przedstawiciele",
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-        "▁Tahi",
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-        "йната",
-        -14.174436569213867
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-        "▁البترول",
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-        "▁стерео",
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-        "▁selben",
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-        "▁velkého",
-        -14.17446994781494
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-        "▁كرا",
-        -14.17446994781494
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-      [
-        "τήθηκε",
-        -14.174473762512209
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-        "▁дължина",
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-        "▁входять",
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-        "juster",
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-        "▁работой",
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-        "misse",
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-        "ільна",
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-        "níh",
-        -14.174509048461914
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-        "▁verkosto",
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-        "外で",
-        -14.174513816833496
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-        "▁engañ",
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-        "▁faul",
-        -14.174537658691406
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-        "▁spic",
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-        "Агр",
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-        "europeisk",
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-        "▁Prowadz",
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-        "▁ελέγχ",
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-        "▁anordn",
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-        "▁conservación",
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-        "▁sajátos",
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-        "▁Hic",
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-        "لحل",
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-        "▁Käyttö",
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-        "одні",
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-        "ודת",
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-        "ölk",
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-        "▁içinden",
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-        "▁Agenzia",
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-        "omycin",
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-        "klav",
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-        "възможн",
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-        "▁corporativa",
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-        "▁sprawiają",
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-        "▁vermey",
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-        "▁Państwu",
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-        "のタ",
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-      [
-        "salva",
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-        "pastikan",
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-        "▁kitas",
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-        "▁labios",
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-        "▁сла",
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-        "obati",
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-        "pull",
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-        "▁низким",
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-        "лке",
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-        "▁institutioner",
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-        "▁mahdo",
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-        "dræ",
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-        "limpo",
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-        "▁корзину",
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-        "▁numerosas",
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-        "▁veida",
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-        "▁Promoção",
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-        "▁ekledi",
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-        "▁Charleston",
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-        "▁ходить",
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-        "▁roteiro",
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-        "▁clavier",
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-        "▁Promet",
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-        "▁bracht",
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-        "ceny",
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-        "уван",
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-        "▁Herba",
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-        "▁fullfør",
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-        "▁uutiset",
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-      [
-        "▁oluşturduğu",
-        -14.174920082092283
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-        "▁sydä",
-        -14.174952507019045
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-      [
-        "▁фантасти",
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-      [
-        "كربونات",
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-      [
-        "▁bombarde",
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-      [
-        "▁keturi",
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-        "ngsel",
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-      [
-        "▁görüntüler",
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-      [
-        "ではないか",
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-      [
-        "tenis",
-        -14.17503261566162
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-      [
-        "▁padesát",
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-        "▁saliva",
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-        "▁kritiek",
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-      [
-        "▁аноним",
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-      [
-        "▁купуват",
-        -14.175060272216797
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-      [
-        "▁părinții",
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-      [
-        "▁Пот",
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-      [
-        "kkun",
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-      [
-        "▁Polici",
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-      [
-        "▁vesnic",
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-      [
-        "▁maailmas",
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-      [
-        "方法について",
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-      [
-        "avio",
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-      [
-        "iseringen",
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-      [
-        "▁propozycja",
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-      [
-        "▁შესა",
-        -14.175103187561035
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-      [
-        "▁Γενική",
-        -14.17510986328125
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-      [
-        "▁interventie",
-        -14.175122261047363
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-      [
-        "مني",
-        -14.175127029418944
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-      [
-        "ΑΤΟ",
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-      [
-        "δέχεται",
-        -14.17514991760254
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-        "▁draußen",
-        -14.175155639648438
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-      [
-        "▁капитан",
-        -14.175155639648438
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-      [
-        "שוא",
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-      [
-        "▁memulai",
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-      [
-        "▁поездки",
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-        "▁arbust",
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-      [
-        "▁Rustic",
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-      [
-        "▁прекрат",
-        -14.175195693969728
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-      [
-        "ỉu",
-        -14.175206184387209
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-      [
-        "▁jaunieš",
-        -14.175211906433104
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-      [
-        "▁Sherlock",
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-      [
-        "▁CORRE",
-        -14.175222396850586
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-      [
-        "▁skjedde",
-        -14.175226211547852
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-      [
-        "shmi",
-        -14.175237655639648
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-      [
-        "ന്ത്ര",
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-      [
-        "חתי",
-        -14.175251960754396
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-      [
-        "izzatore",
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-      [
-        "brems",
-        -14.175274848937988
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-      [
-        "▁világon",
-        -14.175275802612305
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-      [
-        "KKA",
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-      [
-        "ALP",
-        -14.175280570983888
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-        "▁comedia",
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-        "ร็จ",
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-        "▁problematiche",
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-        "axes",
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-        "▁önlemek",
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-      [
-        "▁descur",
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-      [
-        "uyordu",
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-      [
-        "horizon",
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-        "صيانة",
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-        "▁devons",
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-      [
-        "▁niedrig",
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-      [
-        "▁متعددی",
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-        "▁Haustier",
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-        "▁Significa",
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-        "▁seans",
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-        "▁restitui",
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-        "▁общественных",
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-        "▁kvantit",
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-        "▁bezüglich",
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-        "onsortium",
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-      [
-        "▁осуществля",
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-        "▁молодш",
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-        "▁економічних",
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-        "▁Szu",
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-        "▁Kirj",
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-        "ácení",
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-        "▁スマホケース",
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-        "смысл",
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-        "▁automatické",
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-        "▁upře",
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-        "▁houver",
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-        "окал",
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-        "weiger",
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-        "λώ",
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-        "звон",
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-        "אוויר",
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-        "▁Prison",
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-        "▁nezna",
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-        "▁squad",
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-        "▁Eagles",
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-        "▁القدر",
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-        "▁utnytte",
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-        "кля",
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-        "uestra",
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-        "βια",
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-        "ในวัน",
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-        "▁başladık",
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-        "▁quieran",
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-        "▁Rami",
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-        "▁telefonní",
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-        "▁dependen",
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-        "▁salvati",
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-        "krans",
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-        "šovic",
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-        "▁Acessórios",
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-        "▁рассказали",
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-        "▁בריא",
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-        "▁gewünschten",
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-        "tkö",
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-        "▁evler",
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-        "▁anlatıyor",
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-        "▁напрежение",
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-        "▁небольшие",
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-        "▁راه‌اندازی",
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-        "▁παιχνιδι",
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-        "ノートパソコン",
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-        "gune",
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-        "▁στιγμές",
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-        "▁интернета",
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-        "夹",
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-        "faktorer",
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-        "▁хранителни",
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-        "طبيعة",
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-        "▁lunge",
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-        "▁minučių",
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-        "saran",
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-        "▁gamers",
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-        "mulet",
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-        "perc",
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-        "változás",
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-        "▁Stores",
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-        "▁dň",
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-        "アイアン",
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-        "ημένα",
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-        "▁مشكلات",
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-        "așa",
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-        "▁otevřel",
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-        "▁درگذشت",
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-        "▁সংগ",
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-        "्वे",
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-        "▁могућ",
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-        "istoj",
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-        "のかもしれない",
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-        "кажут",
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-        "▁Организация",
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-        "▁органом",
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-        "AULT",
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-        "かったのですが",
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-        "▁cromo",
-        -14.221473693847656
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-      [
-        "بته",
-        -14.221478462219238
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-      [
-        "аля",
-        -14.221480369567873
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-      [
-        "▁schud",
-        -14.221481323242188
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-      [
-        "results",
-        -14.221482276916504
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-      [
-        "▁perinte",
-        -14.22150421142578
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-      [
-        "memek",
-        -14.221521377563477
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-      [
-        "ğul",
-        -14.221528053283691
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-      [
-        "▁ВІ",
-        -14.221532821655272
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-      [
-        "屯",
-        -14.221553802490234
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-      [
-        "▁aplicati",
-        -14.221559524536133
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-      [
-        "usid",
-        -14.22156810760498
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-      [
-        "рца",
-        -14.221587181091309
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-      [
-        "▁връзк",
-        -14.221595764160156
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-      [
-        "▁Bulun",
-        -14.221611976623535
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-      [
-        "▁Dragons",
-        -14.221613883972168
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-      [
-        "妆",
-        -14.2216157913208
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-      [
-        "▁curand",
-        -14.221619606018066
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-      [
-        "účt",
-        -14.2216215133667
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-      [
-        "▁teror",
-        -14.221622467041016
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-      [
-        "φορεί",
-        -14.221624374389648
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-      [
-        "▁Transforma",
-        -14.22162628173828
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-      [
-        "▁традиционны",
-        -14.22162914276123
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-      [
-        "轰",
-        -14.221634864807127
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-      [
-        "▁лампа",
-        -14.221661567687988
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-      [
-        "▁braccio",
-        -14.221670150756836
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-      [
-        "bage",
-        -14.221671104431152
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-      [
-        "chuur",
-        -14.221671104431152
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-      [
-        "kamra",
-        -14.221684455871582
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-      [
-        "▁egenskap",
-        -14.221693992614746
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-      [
-        "▁zahrn",
-        -14.221713066101074
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-      [
-        "▁дето",
-        -14.221715927124023
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-      [
-        "▁spint",
-        -14.221721649169922
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-      [
-        "spinal",
-        -14.221724510192873
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-      [
-        "॥",
-        -14.22172737121582
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-      [
-        "▁Eléctric",
-        -14.22172737121582
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-      [
-        "▁Raiffeisen",
-        -14.22172737121582
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-      [
-        "▁холестерин",
-        -14.22172737121582
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-      [
-        "▁राजधानी",
-        -14.22172737121582
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-      [
-        "▁añadido",
-        -14.221728324890137
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-      [
-        "▁insegnanti",
-        -14.221728324890137
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-      [
-        "▁fantasía",
-        -14.22173023223877
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-      [
-        "ாகும்",
-        -14.221735954284668
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-      [
-        "▁samsvar",
-        -14.221742630004885
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-      [
-        "▁می‌گویند",
-        -14.22174835205078
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-      [
-        "пиша",
-        -14.221762657165527
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-      [
-        "לשכ",
-        -14.221768379211426
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-      [
-        "skulptur",
-        -14.221772193908691
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-      [
-        "▁الخيا",
-        -14.221776962280272
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-      [
-        "▁löpande",
-        -14.221782684326172
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-      [
-        "▁predpoklad",
-        -14.221786499023438
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-      [
-        "▁Katowicach",
-        -14.221787452697754
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-      [
-        "▁разб",
-        -14.221800804138184
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-      [
-        "▁compréhension",
-        -14.2218017578125
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-      [
-        "▁mandarin",
-        -14.221810340881348
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-      [
-        "▁Springfield",
-        -14.221816062927246
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-      [
-        "▁طرفداران",
-        -14.221816062927246
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-      [
-        "▁obstáculos",
-        -14.221817016601562
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-      [
-        "όψει",
-        -14.221818923950195
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-      [
-        "impuls",
-        -14.221819877624512
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-      [
-        "▁Kristianstad",
-        -14.22183895111084
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-      [
-        "▁carni",
-        -14.22183895111084
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-      [
-        "▁vidék",
-        -14.221841812133787
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-      [
-        "▁huisdier",
-        -14.221846580505373
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-      [
-        "▁довести",
-        -14.221846580505373
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-      [
-        "▁measuring",
-        -14.221854209899902
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-      [
-        "▁крайна",
-        -14.22186279296875
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-      [
-        "gał",
-        -14.221866607666016
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-      [
-        "يمون",
-        -14.221874237060549
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-      [
-        "▁noktaları",
-        -14.22187614440918
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-      [
-        "ாட்ட",
-        -14.221878051757812
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-      [
-        "ியும்",
-        -14.221878051757812
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-      [
-        "výhodně",
-        -14.221883773803713
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-      [
-        "▁cognitiv",
-        -14.221883773803713
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-      [
-        "▁zjednoduš",
-        -14.22189235687256
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-      [
-        "▁kolman",
-        -14.221894264221191
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-      [
-        "▁bacheca",
-        -14.221898078918455
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-      [
-        "irodalom",
-        -14.22190284729004
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-      [
-        "▁makineleri",
-        -14.22190284729004
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-      [
-        "▁pharmac",
-        -14.22191333770752
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-      [
-        "голяма",
-        -14.221927642822266
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-      [
-        "▁passaggi",
-        -14.221929550170898
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-      [
-        "עניינים",
-        -14.221941947937012
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-      [
-        "ázott",
-        -14.221954345703123
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-      [
-        "▁kutyák",
-        -14.221954345703123
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-      [
-        "муж",
-        -14.221973419189451
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-      [
-        "nøy",
-        -14.221975326538086
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-      [
-        "▁Napisany",
-        -14.22198486328125
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-      [
-        "storlek",
-        -14.22199249267578
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-      [
-        "didharma",
-        -14.22199535369873
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-      [
-        "بأ",
-        -14.22200870513916
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-      [
-        "▁Preci",
-        -14.22200870513916
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-      [
-        "▁stanovanj",
-        -14.222012519836426
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-      [
-        "יתרונות",
-        -14.22201442718506
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-      [
-        "▁требало",
-        -14.222036361694336
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-      [
-        "▁investera",
-        -14.222040176391602
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-      [
-        "▁Reporting",
-        -14.222064018249512
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-      [
-        "▁Кач",
-        -14.22207736968994
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-      [
-        "▁النقاب",
-        -14.22208023071289
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-      [
-        "▁Amigo",
-        -14.222082138061523
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-      [
-        "▁міжнародного",
-        -14.22208309173584
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-      [
-        "▁Gere",
-        -14.222086906433104
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-      [
-        "▁suçla",
-        -14.222086906433104
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-      [
-        "لخام",
-        -14.222103118896484
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-      [
-        "beurt",
-        -14.222110748291016
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-      [
-        "▁அற",
-        -14.222112655639648
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-      [
-        "▁disciplinas",
-        -14.222118377685549
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-      [
-        "▁izlen",
-        -14.22212028503418
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-      [
-        "▁grilla",
-        -14.222128868103027
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-      [
-        "▁secador",
-        -14.222129821777344
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-      [
-        "kované",
-        -14.222137451171877
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-      [
-        "▁omtalt",
-        -14.22215747833252
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-      [
-        "الوقاية",
-        -14.222168922424316
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-      [
-        "▁konkurencji",
-        -14.222174644470217
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-      [
-        "▁preferir",
-        -14.222180366516112
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-      [
-        "▁kisz",
-        -14.222182273864746
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-      [
-        "▁بطر",
-        -14.222182273864746
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-      [
-        "▁yrittää",
-        -14.22219181060791
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-      [
-        "▁öğrendi",
-        -14.222198486328123
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-      [
-        "▁Yazılım",
-        -14.222222328186035
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-      [
-        "ετών",
-        -14.222225189208984
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-      [
-        "wagens",
-        -14.2222261428833
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-      [
-        "▁Mieter",
-        -14.2222318649292
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-      [
-        "▁ontbreken",
-        -14.22223663330078
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-      [
-        "sprecher",
-        -14.222261428833008
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-      [
-        "▁Polic",
-        -14.222278594970703
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-      [
-        "▁stranier",
-        -14.2222900390625
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-      [
-        "ampli",
-        -14.222294807434082
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-      [
-        "▁recommandations",
-        -14.222295761108398
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-      [
-        "▁daya",
-        -14.222301483154297
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-      [
-        "▁matkailu",
-        -14.222305297851562
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-      [
-        "頂きます",
-        -14.22230625152588
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-      [
-        "atosan",
-        -14.222315788269045
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-      [
-        "▁Direcți",
-        -14.222335815429688
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-      [
-        "▁atrofi",
-        -14.222336769104004
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-      [
-        "pict",
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-        "sistant",
-        -14.2223539352417
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-      [
-        "▁екстракт",
-        -14.222373008728027
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-      [
-        "▁праву",
-        -14.222390174865724
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-      [
-        "plí",
-        -14.222402572631836
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-      [
-        "▁otevře",
-        -14.222413063049316
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-      [
-        "▁Zom",
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-      [
-        "Tage",
-        -14.222457885742188
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-      [
-        "▁elevator",
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-        "litr",
-        -14.222475051879885
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-      [
-        "▁castello",
-        -14.22248077392578
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-      [
-        "▁weiße",
-        -14.22248649597168
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-      [
-        "▁moduli",
-        -14.222492218017578
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-      [
-        "▁majitele",
-        -14.222508430480955
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-      [
-        "▁картофел",
-        -14.22251033782959
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-      [
-        "оша",
-        -14.222511291503906
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-      [
-        "▁широки",
-        -14.222511291503906
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-      [
-        "▁haiguste",
-        -14.222516059875488
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-      [
-        "сега",
-        -14.222526550292969
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-      [
-        "▁wodzie",
-        -14.2225341796875
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-      [
-        "svegli",
-        -14.222535133361816
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-      [
-        "▁konflikter",
-        -14.222540855407717
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-      [
-        "usual",
-        -14.222542762756348
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-      [
-        "empêche",
-        -14.222566604614258
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-      [
-        "))))))",
-        -14.22256851196289
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-      [
-        "täyty",
-        -14.22256851196289
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-      [
-        "وفت",
-        -14.222570419311523
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-      [
-        "▁mansard",
-        -14.222572326660156
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-      [
-        "▁evidenț",
-        -14.222610473632812
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-      [
-        "▁kvinnlig",
-        -14.222610473632812
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-      [
-        "▁प्राथमिक",
-        -14.222610473632812
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-      [
-        "▁Öppettider",
-        -14.222611427307127
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-      [
-        "▁gesperrt",
-        -14.222612380981444
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-      [
-        "▁Septembre",
-        -14.222617149353027
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-      [
-        "▁Archer",
-        -14.222618103027344
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-      [
-        "sustentabilidade",
-        -14.22261905670166
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-      [
-        "▁encantador",
-        -14.22262477874756
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-      [
-        "▁prenotazioni",
-        -14.22262477874756
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-      [
-        "▁प्रशिक्षण",
-        -14.222626686096191
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-      [
-        "валася",
-        -14.222638130187988
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-      [
-        "vaya",
-        -14.222654342651367
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-      [
-        "divers",
-        -14.222655296325684
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-      [
-        "ставок",
-        -14.222655296325684
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-      [
-        "▁rozgryw",
-        -14.222657203674316
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-      [
-        "ddle",
-        -14.222661972045898
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-      [
-        "▁świadcz",
-        -14.222684860229492
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-      [
-        "▁Flights",
-        -14.222689628601074
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-      [
-        "сних",
-        -14.22269344329834
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-      [
-        "ssasi",
-        -14.222696304321287
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-      [
-        "▁importanț",
-        -14.222701072692873
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-      [
-        "טיבי",
-        -14.222704887390137
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-      [
-        "یص",
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-      [
-        "▁declarati",
-        -14.222723007202148
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-      [
-        "▁costantemente",
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-      [
-        "forms",
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-      [
-        "ភា",
-        -14.222737312316896
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-      [
-        "dött",
-        -14.222738265991213
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-      [
-        "▁Kondi",
-        -14.222750663757324
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-      [
-        "▁kapus",
-        -14.222766876220703
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-      [
-        "▁Gron",
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-        "emporary",
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-      [
-        "▁משמעותית",
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-      [
-        "atriz",
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-      [
-        "хист",
-        -14.222782135009766
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-        "▁corrigi",
-        -14.222796440124512
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-      [
-        "▁Vrouw",
-        -14.222824096679688
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-      [
-        "▁tedbir",
-        -14.22282886505127
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-      [
-        "▁ospedale",
-        -14.222844123840332
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-      [
-        "▁чех",
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-        "▁снижения",
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-        "▁interakc",
-        -14.222867965698242
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-        "▁molesta",
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-      [
-        "امل",
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-        "football",
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-      [
-        "▁zariadenie",
-        -14.222902297973633
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-        "▁Таб",
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-      [
-        "фера",
-        -14.222928047180176
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-      [
-        "▁chodi",
-        -14.222941398620604
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-      [
-        "▁assorb",
-        -14.222946166992188
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-      [
-        "▁qili",
-        -14.22294807434082
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-      [
-        "ведена",
-        -14.22295379638672
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-      [
-        "▁SERVICIO",
-        -14.222963333129885
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-        "▁Crítica",
-        -14.222970008850098
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-        "▁ecua",
-        -14.222970008850098
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-      [
-        "▁никакой",
-        -14.222989082336426
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-      [
-        "▁Μί",
-        -14.22300148010254
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-      [
-        "καλεί",
-        -14.223015785217283
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-      [
-        "fetta",
-        -14.22301959991455
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-      [
-        "sazen",
-        -14.22301959991455
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-      [
-        "▁bibliografi",
-        -14.223029136657717
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-      [
-        "▁Vuel",
-        -14.223044395446776
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-      [
-        "lnou",
-        -14.223067283630373
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-      [
-        "▁merkezine",
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-        "▁Barco",
-        -14.2230806350708
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-        "▁Symposium",
-        -14.22309112548828
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-      [
-        "інці",
-        -14.22309684753418
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-      [
-        "▁арты",
-        -14.223100662231444
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-      [
-        "نشط",
-        -14.223111152648926
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-      [
-        "▁повысить",
-        -14.223111152648926
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-      [
-        "▁condiți",
-        -14.223114013671877
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-      [
-        "▁walaupun",
-        -14.223132133483888
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-      [
-        "restaur",
-        -14.223133087158203
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-      [
-        "▁Opinión",
-        -14.223136901855469
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-        "▁meghatároz",
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-      [
-        "▁marchand",
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-        "Przy",
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-      [
-        "потребление",
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-        "▁Vaih",
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-        "▁lahj",
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-        "▁robu",
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-        "▁roter",
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-        "▁tabl",
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-        "▁πνε",
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-        "▁смотрите",
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-        "середині",
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-        "atmosphère",
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-        "ুষ",
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-        "▁___",
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-        "ưỡi",
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-        "нонс",
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-        "انها",
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-        "Gaz",
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-        "▁азартны",
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-        "▁definiert",
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-        "▁दाव",
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-        "▁Αντί",
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-        "жествен",
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-        "▁jakékoliv",
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-        "▁salīdzin",
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-        "を教えてください",
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-        "TRUSCO",
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-        "аджи",
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-        "داخلية",
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-        "EPT",
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-        "회에",
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-        "▁бинарных",
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-        "▁prelucrare",
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-        "dellä",
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-        "вантаження",
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-        "มม",
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-        "ர்க்க",
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-        "▁Residences",
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-        "▁tamamını",
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-        "iceni",
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-        "rsta",
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-        "▁attīstības",
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-        "▁العضوية",
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-        "чание",
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-        "ntologia",
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-        "▁omfattet",
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-        "谨",
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-        "LLEN",
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-        "уби",
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-        "λετ",
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-        "hirdet",
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-        "араа",
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-        "lamaları",
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-        "lmond",
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-        "ινής",
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-        "soport",
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-        "▁çözümleri",
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-        "งเ",
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-        "يصل",
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-        "രുന്ന",
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-        "ρευνα",
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-        "ظمة",
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-        "▁Подобн",
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-        "▁Aksa",
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-        "TINE",
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-        "रार",
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-        "षे",
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-        "știi",
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-        "ெட்ட",
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-        "rendelés",
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-        "▁rakennettu",
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-        "پاورپوینت",
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-        "állítása",
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-        "igri",
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-        "lucia",
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-        "▁kluc",
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-        "▁териториј",
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-        "lohu",
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-        "▁крим",
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-        "▁requerida",
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-        "▁municipis",
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-        "きますので",
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-        "émia",
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-        "ügyminiszter",
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-        "",
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-        "कर्ताओं",
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-        "▁perhatian",
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-        "▁ubezpieczeniow",
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-        "سها",
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-        "ntracit",
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-        "مسئول",
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-        "هرات",
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-        "Reihe",
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-        "いうと",
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-        "るのではなく",
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-}
\ No newline at end of file
+     
\ No newline at end of file
diff --git a/configs/T5_tokenizer/tokenizer_config.json b/configs/T5_tokenizer/tokenizer_config.json
index 4e1cc1c..e69de29 100644
--- a/configs/T5_tokenizer/tokenizer_config.json
+++ b/configs/T5_tokenizer/tokenizer_config.json
@@ -1,2748 +0,0 @@
-{
-  "added_tokens_decoder": {
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-      "content": "<pad>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
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-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "2": {
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-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "3": {
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-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256000": {
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-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
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-    "256001": {
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-    },
-    "256002": {
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-      "special": true
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-    "256003": {
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-      "single_word": false,
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-    },
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-      "rstrip": false,
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-    "256289": {
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-    "256291": {
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-      "rstrip": false,
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-    },
-    "256292": {
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-      "lstrip": false,
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-      "rstrip": false,
-      "single_word": false,
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-    "256293": {
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-      "lstrip": false,
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-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256294": {
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-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256295": {
-      "content": "<extra_id_4>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256296": {
-      "content": "<extra_id_3>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256297": {
-      "content": "<extra_id_2>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256298": {
-      "content": "<extra_id_1>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "256299": {
-      "content": "<extra_id_0>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    }
-  },
-  "additional_special_tokens": [
-    "<extra_id_0>",
-    "<extra_id_1>",
-    "<extra_id_2>",
-    "<extra_id_3>",
-    "<extra_id_4>",
-    "<extra_id_5>",
-    "<extra_id_6>",
-    "<extra_id_7>",
-    "<extra_id_8>",
-    "<extra_id_9>",
-    "<extra_id_10>",
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-    "<extra_id_272>",
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-    "<extra_id_274>",
-    "<extra_id_275>",
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-    "<extra_id_277>",
-    "<extra_id_278>",
-    "<extra_id_279>",
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-    "<extra_id_292>",
-    "<extra_id_293>",
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-    "<extra_id_295>",
-    "<extra_id_296>",
-    "<extra_id_297>",
-    "<extra_id_298>",
-    "<extra_id_299>"
-  ],
-  "bos_token": "<s>",
-  "clean_up_tokenization_spaces": true,
-  "eos_token": "</s>",
-  "extra_ids": 300,
-  "model_max_length": 1000000000000000019884624838656,
-  "pad_token": "<pad>",
-  "sp_model_kwargs": {},
-  "spaces_between_special_tokens": false,
-  "tokenizer_class": "T5Tokenizer",
-  "unk_token": "<unk>"
-}
diff --git a/configs/transformer_config_i2v.json b/configs/transformer_config_i2v.json
index 85b524c..e69de29 100644
--- a/configs/transformer_config_i2v.json
+++ b/configs/transformer_config_i2v.json
@@ -1,14 +0,0 @@
-{
-    "_class_name": "WanModel",
-    "_diffusers_version": "0.30.0",
-    "dim": 5120,
-    "eps": 1e-06,
-    "ffn_dim": 13824,
-    "freq_dim": 256,
-    "in_dim": 36,
-    "model_type": "i2v",
-    "num_heads": 40,
-    "num_layers": 40,
-    "out_dim": 16,
-    "text_len": 512
-  }
\ No newline at end of file
diff --git a/context.py b/context.py
index 6a30fed..e69de29 100644
--- a/context.py
+++ b/context.py
@@ -1,184 +0,0 @@
-import numpy as np
-from typing import Callable, Optional, List
-
-
-def ordered_halving(val):
-    bin_str = f"{val:064b}"
-    bin_flip = bin_str[::-1]
-    as_int = int(bin_flip, 2)
-
-    return as_int / (1 << 64)
-
-def does_window_roll_over(window: list[int], num_frames: int) -> tuple[bool, int]:
-    prev_val = -1
-    for i, val in enumerate(window):
-        val = val % num_frames
-        if val < prev_val:
-            return True, i
-        prev_val = val
-    return False, -1
-
-def shift_window_to_start(window: list[int], num_frames: int):
-    start_val = window[0]
-    for i in range(len(window)):
-        # 1) subtract each element by start_val to move vals relative to the start of all frames
-        # 2) add num_frames and take modulus to get adjusted vals
-        window[i] = ((window[i] - start_val) + num_frames) % num_frames
-
-def shift_window_to_end(window: list[int], num_frames: int):
-    # 1) shift window to start
-    shift_window_to_start(window, num_frames)
-    end_val = window[-1]
-    end_delta = num_frames - end_val - 1
-    for i in range(len(window)):
-        # 2) add end_delta to each val to slide windows to end
-        window[i] = window[i] + end_delta
-
-def get_missing_indexes(windows: list[list[int]], num_frames: int) -> list[int]:
-    all_indexes = list(range(num_frames))
-    for w in windows:
-        for val in w:
-            try:
-                all_indexes.remove(val)
-            except ValueError:
-                pass
-    return all_indexes
-
-def uniform_looped(
-    step: int = ...,
-    num_steps: Optional[int] = None,
-    num_frames: int = ...,
-    context_size: Optional[int] = None,
-    context_stride: int = 3,
-    context_overlap: int = 4,
-    closed_loop: bool = True,
-):
-    if num_frames <= context_size:
-        yield list(range(num_frames))
-        return
-
-    context_stride = min(context_stride, int(np.ceil(np.log2(num_frames / context_size))) + 1)
-
-    for context_step in 1 << np.arange(context_stride):
-        pad = int(round(num_frames * ordered_halving(step)))
-        for j in range(
-            int(ordered_halving(step) * context_step) + pad,
-            num_frames + pad + (0 if closed_loop else -context_overlap),
-            (context_size * context_step - context_overlap),
-        ):
-            yield [e % num_frames for e in range(j, j + context_size * context_step, context_step)]
-
-#from AnimateDiff-Evolved by Kosinkadink (https://github.com/Kosinkadink/ComfyUI-AnimateDiff-Evolved)
-def uniform_standard(
-    step: int = ...,
-    num_steps: Optional[int] = None,
-    num_frames: int = ...,
-    context_size: Optional[int] = None,
-    context_stride: int = 3,
-    context_overlap: int = 4,
-    closed_loop: bool = True,
-):
-    windows = []
-    if num_frames <= context_size:
-        windows.append(list(range(num_frames)))
-        return windows
-
-    context_stride = min(context_stride, int(np.ceil(np.log2(num_frames / context_size))) + 1)
-
-    for context_step in 1 << np.arange(context_stride):
-        pad = int(round(num_frames * ordered_halving(step)))
-        for j in range(
-            int(ordered_halving(step) * context_step) + pad,
-            num_frames + pad + (0 if closed_loop else -context_overlap),
-            (context_size * context_step - context_overlap),
-        ):
-            windows.append([e % num_frames for e in range(j, j + context_size * context_step, context_step)])
-
-    # now that windows are created, shift any windows that loop, and delete duplicate windows
-    delete_idxs = []
-    win_i = 0
-    while win_i < len(windows):
-        # if window is rolls over itself, need to shift it
-        is_roll, roll_idx = does_window_roll_over(windows[win_i], num_frames)
-        if is_roll:
-            roll_val = windows[win_i][roll_idx]  # roll_val might not be 0 for windows of higher strides
-            shift_window_to_end(windows[win_i], num_frames=num_frames)
-            # check if next window (cyclical) is missing roll_val
-            if roll_val not in windows[(win_i+1) % len(windows)]:
-                # need to insert new window here - just insert window starting at roll_val
-                windows.insert(win_i+1, list(range(roll_val, roll_val + context_size)))
-        # delete window if it's not unique
-        for pre_i in range(0, win_i):
-            if windows[win_i] == windows[pre_i]:
-                delete_idxs.append(win_i)
-                break
-        win_i += 1
-
-    # reverse delete_idxs so that they will be deleted in an order that doesn't break idx correlation
-    delete_idxs.reverse()
-    for i in delete_idxs:
-        windows.pop(i)
-    return windows
-
-def static_standard(
-    step: int = ...,
-    num_steps: Optional[int] = None,
-    num_frames: int = ...,
-    context_size: Optional[int] = None,
-    context_stride: int = 3,
-    context_overlap: int = 4,
-    closed_loop: bool = True,
-):
-    windows = []
-    if num_frames <= context_size:
-        windows.append(list(range(num_frames)))
-        return windows
-    # always return the same set of windows
-    delta = context_size - context_overlap
-    for start_idx in range(0, num_frames, delta):
-        # if past the end of frames, move start_idx back to allow same context_length
-        ending = start_idx + context_size
-        if ending >= num_frames:
-            final_delta = ending - num_frames
-            final_start_idx = start_idx - final_delta
-            windows.append(list(range(final_start_idx, final_start_idx + context_size)))
-            break
-        windows.append(list(range(start_idx, start_idx + context_size)))
-    return windows
-
-def get_context_scheduler(name: str) -> Callable:
-    if name == "uniform_looped":
-        return uniform_looped
-    elif name == "uniform_standard":
-        return uniform_standard
-    elif name == "static_standard":
-        return static_standard
-    else:
-        raise ValueError(f"Unknown context_overlap policy {name}")
-
-
-def get_total_steps(
-    scheduler,
-    timesteps: List[int],
-    num_steps: Optional[int] = None,
-    num_frames: int = ...,
-    context_size: Optional[int] = None,
-    context_stride: int = 3,
-    context_overlap: int = 4,
-    closed_loop: bool = True,
-):
-    return sum(
-        len(
-            list(
-                scheduler(
-                    i,
-                    num_steps,
-                    num_frames,
-                    context_size,
-                    context_stride,
-                    context_overlap,
-                )
-            )
-        )
-        for i in range(len(timesteps))
-    )
diff --git a/diffsynth/vram_management/LICENSE b/diffsynth/vram_management/LICENSE
deleted file mode 100644
index 0e5a49f..0000000
--- a/diffsynth/vram_management/LICENSE
+++ /dev/null
@@ -1,201 +0,0 @@
-                                 Apache License
-                           Version 2.0, January 2004
-                        http://www.apache.org/licenses/
-
-   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
-
-   1. Definitions.
-
-      "License" shall mean the terms and conditions for use, reproduction,
-      and distribution as defined by Sections 1 through 9 of this document.
-
-      "Licensor" shall mean the copyright owner or entity authorized by
-      the copyright owner that is granting the License.
-
-      "Legal Entity" shall mean the union of the acting entity and all
-      other entities that control, are controlled by, or are under common
-      control with that entity. For the purposes of this definition,
-      "control" means (i) the power, direct or indirect, to cause the
-      direction or management of such entity, whether by contract or
-      otherwise, or (ii) ownership of fifty percent (50%) or more of the
-      outstanding shares, or (iii) beneficial ownership of such entity.
-
-      "You" (or "Your") shall mean an individual or Legal Entity
-      exercising permissions granted by this License.
-
-      "Source" form shall mean the preferred form for making modifications,
-      including but not limited to software source code, documentation
-      source, and configuration files.
-
-      "Object" form shall mean any form resulting from mechanical
-      transformation or translation of a Source form, including but
-      not limited to compiled object code, generated documentation,
-      and conversions to other media types.
-
-      "Work" shall mean the work of authorship, whether in Source or
-      Object form, made available under the License, as indicated by a
-      copyright notice that is included in or attached to the work
-      (an example is provided in the Appendix below).
-
-      "Derivative Works" shall mean any work, whether in Source or Object
-      form, that is based on (or derived from) the Work and for which the
-      editorial revisions, annotations, elaborations, or other modifications
-      represent, as a whole, an original work of authorship. For the purposes
-      of this License, Derivative Works shall not include works that remain
-      separable from, or merely link (or bind by name) to the interfaces of,
-      the Work and Derivative Works thereof.
-
-      "Contribution" shall mean any work of authorship, including
-      the original version of the Work and any modifications or additions
-      to that Work or Derivative Works thereof, that is intentionally
-      submitted to Licensor for inclusion in the Work by the copyright owner
-      or by an individual or Legal Entity authorized to submit on behalf of
-      the copyright owner. For the purposes of this definition, "submitted"
-      means any form of electronic, verbal, or written communication sent
-      to the Licensor or its representatives, including but not limited to
-      communication on electronic mailing lists, source code control systems,
-      and issue tracking systems that are managed by, or on behalf of, the
-      Licensor for the purpose of discussing and improving the Work, but
-      excluding communication that is conspicuously marked or otherwise
-      designated in writing by the copyright owner as "Not a Contribution."
-
-      "Contributor" shall mean Licensor and any individual or Legal Entity
-      on behalf of whom a Contribution has been received by Licensor and
-      subsequently incorporated within the Work.
-
-   2. Grant of Copyright License. Subject to the terms and conditions of
-      this License, each Contributor hereby grants to You a perpetual,
-      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
-      copyright license to reproduce, prepare Derivative Works of,
-      publicly display, publicly perform, sublicense, and distribute the
-      Work and such Derivative Works in Source or Object form.
-
-   3. Grant of Patent License. Subject to the terms and conditions of
-      this License, each Contributor hereby grants to You a perpetual,
-      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
-      (except as stated in this section) patent license to make, have made,
-      use, offer to sell, sell, import, and otherwise transfer the Work,
-      where such license applies only to those patent claims licensable
-      by such Contributor that are necessarily infringed by their
-      Contribution(s) alone or by combination of their Contribution(s)
-      with the Work to which such Contribution(s) was submitted. If You
-      institute patent litigation against any entity (including a
-      cross-claim or counterclaim in a lawsuit) alleging that the Work
-      or a Contribution incorporated within the Work constitutes direct
-      or contributory patent infringement, then any patent licenses
-      granted to You under this License for that Work shall terminate
-      as of the date such litigation is filed.
-
-   4. Redistribution. You may reproduce and distribute copies of the
-      Work or Derivative Works thereof in any medium, with or without
-      modifications, and in Source or Object form, provided that You
-      meet the following conditions:
-
-      (a) You must give any other recipients of the Work or
-          Derivative Works a copy of this License; and
-
-      (b) You must cause any modified files to carry prominent notices
-          stating that You changed the files; and
-
-      (c) You must retain, in the Source form of any Derivative Works
-          that You distribute, all copyright, patent, trademark, and
-          attribution notices from the Source form of the Work,
-          excluding those notices that do not pertain to any part of
-          the Derivative Works; and
-
-      (d) If the Work includes a "NOTICE" text file as part of its
-          distribution, then any Derivative Works that You distribute must
-          include a readable copy of the attribution notices contained
-          within such NOTICE file, excluding those notices that do not
-          pertain to any part of the Derivative Works, in at least one
-          of the following places: within a NOTICE text file distributed
-          as part of the Derivative Works; within the Source form or
-          documentation, if provided along with the Derivative Works; or,
-          within a display generated by the Derivative Works, if and
-          wherever such third-party notices normally appear. The contents
-          of the NOTICE file are for informational purposes only and
-          do not modify the License. You may add Your own attribution
-          notices within Derivative Works that You distribute, alongside
-          or as an addendum to the NOTICE text from the Work, provided
-          that such additional attribution notices cannot be construed
-          as modifying the License.
-
-      You may add Your own copyright statement to Your modifications and
-      may provide additional or different license terms and conditions
-      for use, reproduction, or distribution of Your modifications, or
-      for any such Derivative Works as a whole, provided Your use,
-      reproduction, and distribution of the Work otherwise complies with
-      the conditions stated in this License.
-
-   5. Submission of Contributions. Unless You explicitly state otherwise,
-      any Contribution intentionally submitted for inclusion in the Work
-      by You to the Licensor shall be under the terms and conditions of
-      this License, without any additional terms or conditions.
-      Notwithstanding the above, nothing herein shall supersede or modify
-      the terms of any separate license agreement you may have executed
-      with Licensor regarding such Contributions.
-
-   6. Trademarks. This License does not grant permission to use the trade
-      names, trademarks, service marks, or product names of the Licensor,
-      except as required for reasonable and customary use in describing the
-      origin of the Work and reproducing the content of the NOTICE file.
-
-   7. Disclaimer of Warranty. Unless required by applicable law or
-      agreed to in writing, Licensor provides the Work (and each
-      Contributor provides its Contributions) on an "AS IS" BASIS,
-      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
-      implied, including, without limitation, any warranties or conditions
-      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
-      PARTICULAR PURPOSE. You are solely responsible for determining the
-      appropriateness of using or redistributing the Work and assume any
-      risks associated with Your exercise of permissions under this License.
-
-   8. Limitation of Liability. In no event and under no legal theory,
-      whether in tort (including negligence), contract, or otherwise,
-      unless required by applicable law (such as deliberate and grossly
-      negligent acts) or agreed to in writing, shall any Contributor be
-      liable to You for damages, including any direct, indirect, special,
-      incidental, or consequential damages of any character arising as a
-      result of this License or out of the use or inability to use the
-      Work (including but not limited to damages for loss of goodwill,
-      work stoppage, computer failure or malfunction, or any and all
-      other commercial damages or losses), even if such Contributor
-      has been advised of the possibility of such damages.
-
-   9. Accepting Warranty or Additional Liability. While redistributing
-      the Work or Derivative Works thereof, You may choose to offer,
-      and charge a fee for, acceptance of support, warranty, indemnity,
-      or other liability obligations and/or rights consistent with this
-      License. However, in accepting such obligations, You may act only
-      on Your own behalf and on Your sole responsibility, not on behalf
-      of any other Contributor, and only if You agree to indemnify,
-      defend, and hold each Contributor harmless for any liability
-      incurred by, or claims asserted against, such Contributor by reason
-      of your accepting any such warranty or additional liability.
-
-   END OF TERMS AND CONDITIONS
-
-   APPENDIX: How to apply the Apache License to your work.
-
-      To apply the Apache License to your work, attach the following
-      boilerplate notice, with the fields enclosed by brackets "[]"
-      replaced with your own identifying information. (Don't include
-      the brackets!)  The text should be enclosed in the appropriate
-      comment syntax for the file format. We also recommend that a
-      file or class name and description of purpose be included on the
-      same "printed page" as the copyright notice for easier
-      identification within third-party archives.
-
-   Copyright [2023] [Zhongjie Duan]
-
-   Licensed under the Apache License, Version 2.0 (the "License");
-   you may not use this file except in compliance with the License.
-   You may obtain a copy of the License at
-
-       http://www.apache.org/licenses/LICENSE-2.0
-
-   Unless required by applicable law or agreed to in writing, software
-   distributed under the License is distributed on an "AS IS" BASIS,
-   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-   See the License for the specific language governing permissions and
-   limitations under the License.
diff --git a/diffsynth/vram_management/__init__.py b/diffsynth/vram_management/__init__.py
deleted file mode 100644
index 09ad170..0000000
--- a/diffsynth/vram_management/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from .layers import *
\ No newline at end of file
diff --git a/diffsynth/vram_management/layers.py b/diffsynth/vram_management/layers.py
deleted file mode 100644
index 6f6f768..0000000
--- a/diffsynth/vram_management/layers.py
+++ /dev/null
@@ -1,94 +0,0 @@
-import torch, copy
-from .utils import init_weights_on_device
-
-
-def cast_to(weight, dtype, device):
-    r = torch.empty_like(weight, dtype=dtype, device=device)
-    r.copy_(weight)
-    return r
-
-
-class AutoWrappedModule(torch.nn.Module):
-    def __init__(self, module: torch.nn.Module, offload_dtype, offload_device, onload_dtype, onload_device, computation_dtype, computation_device):
-        super().__init__()
-        self.module = module.to(dtype=offload_dtype, device=offload_device)
-        self.offload_dtype = offload_dtype
-        self.offload_device = offload_device
-        self.onload_dtype = onload_dtype
-        self.onload_device = onload_device
-        self.computation_dtype = computation_dtype
-        self.computation_device = computation_device
-        self.state = 0
-
-    def offload(self):
-        if self.state == 1 and (self.offload_dtype != self.onload_dtype or self.offload_device != self.onload_device):
-            self.module.to(dtype=self.offload_dtype, device=self.offload_device)
-            self.state = 0
-
-    def onload(self):
-        if self.state == 0 and (self.offload_dtype != self.onload_dtype or self.offload_device != self.onload_device):
-            self.module.to(dtype=self.onload_dtype, device=self.onload_device)
-            self.state = 1
-
-    def forward(self, *args, **kwargs):
-        if self.onload_dtype == self.computation_dtype and self.onload_device == self.computation_device:
-            module = self.module
-        else:
-            module = copy.deepcopy(self.module).to(dtype=self.computation_dtype, device=self.computation_device)
-        return module(*args, **kwargs)
-    
-
-class AutoWrappedLinear(torch.nn.Linear):
-    def __init__(self, module: torch.nn.Linear, offload_dtype, offload_device, onload_dtype, onload_device, computation_dtype, computation_device):
-        with init_weights_on_device(device=torch.device("meta")):
-            super().__init__(in_features=module.in_features, out_features=module.out_features, bias=module.bias is not None, dtype=offload_dtype, device=offload_device)
-        self.weight = module.weight
-        self.bias = module.bias
-        self.offload_dtype = offload_dtype
-        self.offload_device = offload_device
-        self.onload_dtype = onload_dtype
-        self.onload_device = onload_device
-        self.computation_dtype = computation_dtype
-        self.computation_device = computation_device
-        self.state = 0
-
-    def offload(self):
-        if self.state == 1 and (self.offload_dtype != self.onload_dtype or self.offload_device != self.onload_device):
-            self.to(dtype=self.offload_dtype, device=self.offload_device)
-            self.state = 0
-
-    def onload(self):
-        if self.state == 0 and (self.offload_dtype != self.onload_dtype or self.offload_device != self.onload_device):
-            self.to(dtype=self.onload_dtype, device=self.onload_device)
-            self.state = 1
-
-    def forward(self, x, *args, **kwargs):
-        if self.onload_dtype == self.computation_dtype and self.onload_device == self.computation_device:
-            weight, bias = self.weight, self.bias
-        else:
-            weight = cast_to(self.weight, self.computation_dtype, self.computation_device)
-            bias = None if self.bias is None else cast_to(self.bias, self.computation_dtype, self.computation_device)
-        return torch.nn.functional.linear(x, weight, bias)
-
-
-def enable_vram_management_recursively(model: torch.nn.Module, module_map: dict, module_config: dict, max_num_param=None, overflow_module_config: dict = None, total_num_param=0):
-    for name, module in model.named_children():
-        for source_module, target_module in module_map.items():
-            if isinstance(module, source_module):
-                num_param = sum(p.numel() for p in module.parameters())
-                if max_num_param is not None and total_num_param + num_param > max_num_param:
-                    module_config_ = overflow_module_config
-                else:
-                    module_config_ = module_config
-                module_ = target_module(module, **module_config_)
-                setattr(model, name, module_)
-                total_num_param += num_param
-                break
-        else:
-            total_num_param = enable_vram_management_recursively(module, module_map, module_config, max_num_param, overflow_module_config, total_num_param)
-    return total_num_param
-
-
-def enable_vram_management(model: torch.nn.Module, module_map: dict, module_config: dict, max_num_param=None, overflow_module_config: dict = None):
-    enable_vram_management_recursively(model, module_map, module_config, max_num_param, overflow_module_config, total_num_param=0)
-    model.vram_management_enabled = True
\ No newline at end of file
diff --git a/diffsynth/vram_management/utils.py b/diffsynth/vram_management/utils.py
deleted file mode 100644
index 72ed1f7..0000000
--- a/diffsynth/vram_management/utils.py
+++ /dev/null
@@ -1,51 +0,0 @@
-import torch
-from contextlib import contextmanager
-
-@contextmanager
-def init_weights_on_device(device = torch.device("meta"), include_buffers :bool = False):
-    
-    old_register_parameter = torch.nn.Module.register_parameter
-    if include_buffers:
-        old_register_buffer = torch.nn.Module.register_buffer
-    
-    def register_empty_parameter(module, name, param):
-        old_register_parameter(module, name, param)
-        if param is not None:
-            param_cls = type(module._parameters[name])
-            kwargs = module._parameters[name].__dict__
-            kwargs["requires_grad"] = param.requires_grad
-            module._parameters[name] = param_cls(module._parameters[name].to(device), **kwargs)
-
-    def register_empty_buffer(module, name, buffer, persistent=True):
-        old_register_buffer(module, name, buffer, persistent=persistent)
-        if buffer is not None:
-            module._buffers[name] = module._buffers[name].to(device)
-            
-    def patch_tensor_constructor(fn):
-        def wrapper(*args, **kwargs):
-            kwargs["device"] = device
-            return fn(*args, **kwargs)
-
-        return wrapper
-    
-    if include_buffers:
-        tensor_constructors_to_patch = {
-            torch_function_name: getattr(torch, torch_function_name)
-            for torch_function_name in ["empty", "zeros", "ones", "full"]
-        }
-    else:
-        tensor_constructors_to_patch = {}
-    
-    try:
-        torch.nn.Module.register_parameter = register_empty_parameter
-        if include_buffers:
-            torch.nn.Module.register_buffer = register_empty_buffer
-        for torch_function_name in tensor_constructors_to_patch.keys():
-            setattr(torch, torch_function_name, patch_tensor_constructor(getattr(torch, torch_function_name)))
-        yield
-    finally:
-        torch.nn.Module.register_parameter = old_register_parameter
-        if include_buffers:
-            torch.nn.Module.register_buffer = old_register_buffer
-        for torch_function_name, old_torch_function in tensor_constructors_to_patch.items():
-            setattr(torch, torch_function_name, old_torch_function)
\ No newline at end of file
diff --git a/enhance_a_video/LICENSE b/enhance_a_video/LICENSE
deleted file mode 100644
index 971f205..0000000
--- a/enhance_a_video/LICENSE
+++ /dev/null
@@ -1,562 +0,0 @@
-                                 Apache License
-                           Version 2.0, January 2004
-                        http://www.apache.org/licenses/
-
-   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
-
-   1. Definitions.
-
-      "License" shall mean the terms and conditions for use, reproduction,
-      and distribution as defined by Sections 1 through 9 of this document.
-
-      "Licensor" shall mean the copyright owner or entity authorized by
-      the copyright owner that is granting the License.
-
-      "Legal Entity" shall mean the union of the acting entity and all
-      other entities that control, are controlled by, or are under common
-      control with that entity. For the purposes of this definition,
-      "control" means (i) the power, direct or indirect, to cause the
-      direction or management of such entity, whether by contract or
-      otherwise, or (ii) ownership of fifty percent (50%) or more of the
-      outstanding shares, or (iii) beneficial ownership of such entity.
-
-      "You" (or "Your") shall mean an individual or Legal Entity
-      exercising permissions granted by this License.
-
-      "Source" form shall mean the preferred form for making modifications,
-      including but not limited to software source code, documentation
-      source, and configuration files.
-
-      "Object" form shall mean any form resulting from mechanical
-      transformation or translation of a Source form, including but
-      not limited to compiled object code, generated documentation,
-      and conversions to other media types.
-
-      "Work" shall mean the work of authorship, whether in Source or
-      Object form, made available under the License, as indicated by a
-      copyright notice that is included in or attached to the work
-      (an example is provided in the Appendix below).
-
-      "Derivative Works" shall mean any work, whether in Source or Object
-      form, that is based on (or derived from) the Work and for which the
-      editorial revisions, annotations, elaborations, or other modifications
-      represent, as a whole, an original work of authorship. For the purposes
-      of this License, Derivative Works shall not include works that remain
-      separable from, or merely link (or bind by name) to the interfaces of,
-      the Work and Derivative Works thereof.
-
-      "Contribution" shall mean any work of authorship, including
-      the original version of the Work and any modifications or additions
-      to that Work or Derivative Works thereof, that is intentionally
-      submitted to Licensor for inclusion in the Work by the copyright owner
-      or by an individual or Legal Entity authorized to submit on behalf of
-      the copyright owner. For the purposes of this definition, "submitted"
-      means any form of electronic, verbal, or written communication sent
-      to the Licensor or its representatives, including but not limited to
-      communication on electronic mailing lists, source code control systems,
-      and issue tracking systems that are managed by, or on behalf of, the
-      Licensor for the purpose of discussing and improving the Work, but
-      excluding communication that is conspicuously marked or otherwise
-      designated in writing by the copyright owner as "Not a Contribution."
-
-      "Contributor" shall mean Licensor and any individual or Legal Entity
-      on behalf of whom a Contribution has been received by Licensor and
-      subsequently incorporated within the Work.
-
-   2. Grant of Copyright License. Subject to the terms and conditions of
-      this License, each Contributor hereby grants to You a perpetual,
-      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
-      copyright license to reproduce, prepare Derivative Works of,
-      publicly display, publicly perform, sublicense, and distribute the
-      Work and such Derivative Works in Source or Object form.
-
-   3. Grant of Patent License. Subject to the terms and conditions of
-      this License, each Contributor hereby grants to You a perpetual,
-      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
-      (except as stated in this section) patent license to make, have made,
-      use, offer to sell, sell, import, and otherwise transfer the Work,
-      where such license applies only to those patent claims licensable
-      by such Contributor that are necessarily infringed by their
-      Contribution(s) alone or by combination of their Contribution(s)
-      with the Work to which such Contribution(s) was submitted. If You
-      institute patent litigation against any entity (including a
-      cross-claim or counterclaim in a lawsuit) alleging that the Work
-      or a Contribution incorporated within the Work constitutes direct
-      or contributory patent infringement, then any patent licenses
-      granted to You under this License for that Work shall terminate
-      as of the date such litigation is filed.
-
-   4. Redistribution. You may reproduce and distribute copies of the
-      Work or Derivative Works thereof in any medium, with or without
-      modifications, and in Source or Object form, provided that You
-      meet the following conditions:
-
-      (a) You must give any other recipients of the Work or
-          Derivative Works a copy of this License; and
-
-      (b) You must cause any modified files to carry prominent notices
-          stating that You changed the files; and
-
-      (c) You must retain, in the Source form of any Derivative Works
-          that You distribute, all copyright, patent, trademark, and
-          attribution notices from the Source form of the Work,
-          excluding those notices that do not pertain to any part of
-          the Derivative Works; and
-
-      (d) If the Work includes a "NOTICE" text file as part of its
-          distribution, then any Derivative Works that You distribute must
-          include a readable copy of the attribution notices contained
-          within such NOTICE file, excluding those notices that do not
-          pertain to any part of the Derivative Works, in at least one
-          of the following places: within a NOTICE text file distributed
-          as part of the Derivative Works; within the Source form or
-          documentation, if provided along with the Derivative Works; or,
-          within a display generated by the Derivative Works, if and
-          wherever such third-party notices normally appear. The contents
-          of the NOTICE file are for informational purposes only and
-          do not modify the License. You may add Your own attribution
-          notices within Derivative Works that You distribute, alongside
-          or as an addendum to the NOTICE text from the Work, provided
-          that such additional attribution notices cannot be construed
-          as modifying the License.
-
-      You may add Your own copyright statement to Your modifications and
-      may provide additional or different license terms and conditions
-      for use, reproduction, or distribution of Your modifications, or
-      for any such Derivative Works as a whole, provided Your use,
-      reproduction, and distribution of the Work otherwise complies with
-      the conditions stated in this License.
-
-   5. Submission of Contributions. Unless You explicitly state otherwise,
-      any Contribution intentionally submitted for inclusion in the Work
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-   ## Some of Enhance-A-Video's model is derived from others projects, which is subject to the following copyright notice:
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-   ================================= Diffusers =================================
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-   ================================= CogVideoX =================================
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-   c.	If You commence a lawsuit or other proceedings (including a cross-claim or counterclaim in a lawsuit) against Us or any person or entity alleging that the Materials or any Output, or any portion of any of the foregoing, infringe any intellectual property or other right owned or licensable by You, then all licenses granted to You under this Agreement shall terminate as of the date such lawsuit or other proceeding is filed. You will defend, indemnify and hold harmless Us from and against any claim by any Third Party arising out of or related to Your or the Third Party’s use or distribution of the Tencent Hunyuan Works.
-   d.	Tencent claims no rights in Outputs You generate. You and Your users are solely responsible for Outputs and their subsequent uses.
-   7.	DISCLAIMERS OF WARRANTY AND LIMITATIONS OF LIABILITY.
-   a.	We are not obligated to support, update, provide training for, or develop any further version of the Tencent Hunyuan Works or to grant any license thereto.
-   b.	UNLESS AND ONLY TO THE EXTENT REQUIRED BY APPLICABLE LAW, THE TENCENT HUNYUAN WORKS AND ANY OUTPUT AND RESULTS THEREFROM ARE PROVIDED “AS IS” WITHOUT ANY EXPRESS OR IMPLIED WARRANTIES OF ANY KIND INCLUDING ANY WARRANTIES OF TITLE, MERCHANTABILITY, NONINFRINGEMENT, COURSE OF DEALING, USAGE OF TRADE, OR FITNESS FOR A PARTICULAR PURPOSE. YOU ARE SOLELY RESPONSIBLE FOR DETERMINING THE APPROPRIATENESS OF USING, REPRODUCING, MODIFYING, PERFORMING, DISPLAYING OR DISTRIBUTING ANY OF THE TENCENT HUNYUAN WORKS OR OUTPUTS AND ASSUME ANY AND ALL RISKS ASSOCIATED WITH YOUR OR A THIRD PARTY’S USE OR DISTRIBUTION OF ANY OF THE TENCENT HUNYUAN WORKS OR OUTPUTS AND YOUR EXERCISE OF RIGHTS AND PERMISSIONS UNDER THIS AGREEMENT.
-   c.	TO THE FULLEST EXTENT PERMITTED BY APPLICABLE LAW, IN NO EVENT SHALL TENCENT OR ITS AFFILIATES BE LIABLE UNDER ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, TORT, NEGLIGENCE, PRODUCTS LIABILITY, OR OTHERWISE, FOR ANY DAMAGES, INCLUDING ANY DIRECT, INDIRECT, SPECIAL, INCIDENTAL, EXEMPLARY, CONSEQUENTIAL OR PUNITIVE DAMAGES, OR LOST PROFITS OF ANY KIND ARISING FROM THIS AGREEMENT OR RELATED TO ANY OF THE TENCENT HUNYUAN WORKS OR OUTPUTS, EVEN IF TENCENT OR ITS AFFILIATES HAVE BEEN ADVISED OF THE POSSIBILITY OF ANY OF THE FOREGOING.
-   8.	SURVIVAL AND TERMINATION.
-   a.	The term of this Agreement shall commence upon Your acceptance of this Agreement or access to the Materials and will continue in full force and effect until terminated in accordance with the terms and conditions herein.
-   b.	We may terminate this Agreement if You breach any of the terms or conditions of this Agreement. Upon termination of this Agreement, You must promptly delete and cease use of the Tencent Hunyuan Works. Sections 6(a), 6(c), 7 and 9 shall survive the termination of this Agreement.
-   9.	GOVERNING LAW AND JURISDICTION.
-   a.	This Agreement and any dispute arising out of or relating to it will be governed by the laws of the Hong Kong Special Administrative Region of the People’s Republic of China, without regard to conflict of law principles, and the UN Convention on Contracts for the International Sale of Goods does not apply to this Agreement.
-   b.	Exclusive jurisdiction and venue for any dispute arising out of or relating to this Agreement will be a court of competent jurisdiction in the Hong Kong Special Administrative Region of the People’s Republic of China, and Tencent and Licensee consent to the exclusive jurisdiction of such court with respect to any such dispute.
-    
-   EXHIBIT A
-   ACCEPTABLE USE POLICY
-
-   Tencent reserves the right to update this Acceptable Use Policy from time to time.
-   Last modified: November 5, 2024
-
-   Tencent endeavors to promote safe and fair use of its tools and features, including Tencent Hunyuan. You agree not to use Tencent Hunyuan or Model Derivatives:
-   1.	Outside the Territory;
-   2.	In any way that violates any applicable national, federal, state, local, international or any other law or regulation;
-   3.	To harm Yourself or others;
-   4.	To repurpose or distribute output from Tencent Hunyuan or any Model Derivatives to harm Yourself or others;
-   5.	To override or circumvent the safety guardrails and safeguards We have put in place;
-   6.	For the purpose of exploiting, harming or attempting to exploit or harm minors in any way;
-   7.	To generate or disseminate verifiably false information and/or content with the purpose of harming others or influencing elections;
-   8.	To generate or facilitate false online engagement, including fake reviews and other means of fake online engagement;
-   9.	To intentionally defame, disparage or otherwise harass others;
-   10.	To generate and/or disseminate malware (including ransomware) or any other content to be used for the purpose of harming electronic systems;
-   11.	To generate or disseminate personal identifiable information with the purpose of harming others;
-   12.	To generate or disseminate information (including images, code, posts, articles), and place the information in any public context (including –through the use of bot generated tweets), without expressly and conspicuously identifying that the information and/or content is machine generated;
-   13.	To impersonate another individual without consent, authorization, or legal right;
-   14.	To make high-stakes automated decisions in domains that affect an individual’s safety, rights or wellbeing (e.g., law enforcement, migration, medicine/health, management of critical infrastructure, safety components of products, essential services, credit, employment, housing, education, social scoring, or insurance);
-   15.	In a manner that violates or disrespects the social ethics and moral standards of other countries or regions;
-   16.	To perform, facilitate, threaten, incite, plan, promote or encourage violent extremism or terrorism;
-   17.	For any use intended to discriminate against or harm individuals or groups based on protected characteristics or categories, online or offline social behavior or known or predicted personal or personality characteristics;
-   18.	To intentionally exploit any of the vulnerabilities of a specific group of persons based on their age, social, physical or mental characteristics, in order to materially distort the behavior of a person pertaining to that group in a manner that causes or is likely to cause that person or another person physical or psychological harm;
-   19.	For military purposes;
-   20.	To engage in the unauthorized or unlicensed practice of any profession including, but not limited to, financial, legal, medical/health, or other professional practices.
diff --git a/enhance_a_video/__init__.py b/enhance_a_video/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/enhance_a_video/__pycache__/__init__.cpython-310.pyc b/enhance_a_video/__pycache__/__init__.cpython-310.pyc
deleted file mode 100644
index 33d692f..0000000
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diff --git a/enhance_a_video/__pycache__/enhance.cpython-310.pyc b/enhance_a_video/__pycache__/enhance.cpython-310.pyc
deleted file mode 100644
index 7e51be9..0000000
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diff --git a/enhance_a_video/__pycache__/globals.cpython-310.pyc b/enhance_a_video/__pycache__/globals.cpython-310.pyc
deleted file mode 100644
index 1c79bd0..0000000
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diff --git a/enhance_a_video/enhance.py b/enhance_a_video/enhance.py
deleted file mode 100644
index 1c14a84..0000000
--- a/enhance_a_video/enhance.py
+++ /dev/null
@@ -1,55 +0,0 @@
-import torch
-from einops import rearrange
-from .globals import get_enhance_weight, get_num_frames
-
-@torch.compiler.disable()
-def get_feta_scores(query, key):
-    img_q, img_k = query, key
-   
-    num_frames = get_num_frames()
-    
-    B, S, N, C = img_q.shape
-
-    # Calculate spatial dimension
-    spatial_dim = S // num_frames
-    
-    # Add time dimension between spatial and head dims
-    query_image = img_q.reshape(B, spatial_dim, num_frames, N, C)
-    key_image = img_k.reshape(B, spatial_dim, num_frames, N, C)
-    
-    # Expand time dimension
-    query_image = query_image.expand(-1, -1, num_frames, -1, -1)  # [B, S, T, N, C]
-    key_image = key_image.expand(-1, -1, num_frames, -1, -1)      # [B, S, T, N, C]
-    
-    # Reshape to match feta_score input format: [(B S) N T C]
-    query_image = rearrange(query_image, "b s t n c -> (b s) n t c")  #torch.Size([3200, 24, 5, 128])
-    key_image = rearrange(key_image, "b s t n c -> (b s) n t c")
-    
-    return feta_score(query_image, key_image, C, num_frames)
-
-@torch.compiler.disable()
-def feta_score(query_image, key_image, head_dim, num_frames):
-    scale = head_dim**-0.5
-    query_image = query_image * scale
-    attn_temp = query_image @ key_image.transpose(-2, -1)  # translate attn to float32
-    attn_temp = attn_temp.to(torch.float32)
-    attn_temp = attn_temp.softmax(dim=-1)
-
-    # Reshape to [batch_size * num_tokens, num_frames, num_frames]
-    attn_temp = attn_temp.reshape(-1, num_frames, num_frames)
-
-    # Create a mask for diagonal elements
-    diag_mask = torch.eye(num_frames, device=attn_temp.device).bool()
-    diag_mask = diag_mask.unsqueeze(0).expand(attn_temp.shape[0], -1, -1)
-
-    # Zero out diagonal elements
-    attn_wo_diag = attn_temp.masked_fill(diag_mask, 0)
-
-    # Calculate mean for each token's attention matrix
-    # Number of off-diagonal elements per matrix is n*n - n
-    num_off_diag = num_frames * num_frames - num_frames
-    mean_scores = attn_wo_diag.sum(dim=(1, 2)) / num_off_diag
-
-    enhance_scores = mean_scores.mean() * (num_frames + get_enhance_weight())
-    enhance_scores = enhance_scores.clamp(min=1)
-    return enhance_scores
diff --git a/enhance_a_video/globals.py b/enhance_a_video/globals.py
deleted file mode 100644
index d2bcddd..0000000
--- a/enhance_a_video/globals.py
+++ /dev/null
@@ -1,36 +0,0 @@
-import torch
-
-NUM_FRAMES = None
-FETA_WEIGHT = None
-ENABLE_FETA= False
-
-@torch.compiler.disable()
-def set_num_frames(num_frames: int):
-    global NUM_FRAMES
-    NUM_FRAMES = num_frames
-
-@torch.compiler.disable()
-def get_num_frames() -> int:
-    return NUM_FRAMES
-
-
-def enable_enhance():
-    global ENABLE_FETA
-    ENABLE_FETA = True
-
-def disable_enhance():
-    global ENABLE_FETA
-    ENABLE_FETA = False
-
-@torch.compiler.disable()
-def is_enhance_enabled() -> bool:
-    return ENABLE_FETA
-
-@torch.compiler.disable()
-def set_enhance_weight(feta_weight: float):
-    global FETA_WEIGHT
-    FETA_WEIGHT = feta_weight
-
-@torch.compiler.disable()
-def get_enhance_weight() -> float:
-    return FETA_WEIGHT
diff --git a/example_workflows/Wan2.1_sei_workflow.json b/example_workflows/Wan2.1_sei_workflow.json
deleted file mode 100644
index 8206cf5..0000000
--- a/example_workflows/Wan2.1_sei_workflow.json
+++ /dev/null
@@ -1,1787 +0,0 @@
-{
-  "last_node_id": 95,
-  "last_link_id": 123,
-  "nodes": [
-    {
-      "id": 46,
-      "type": "WanVideoTextEmbedBridge",
-      "pos": [
-        1204.152587890625,
-        840.100830078125
-      ],
-      "size": [
-        315,
-        46
-      ],
-      "flags": {},
-      "order": 31,
-      "mode": 2,
-      "inputs": [
-        {
-          "name": "positive",
-          "type": "CONDITIONING",
-          "link": 54
-        },
-        {
-          "name": "negative",
-          "type": "CONDITIONING",
-          "link": 55
-        }
-      ],
-      "outputs": [
-        {
-          "name": "text_embeds",
-          "type": "WANVIDEOTEXTEMBEDS",
-          "links": null
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "WanVideoTextEmbedBridge",
-        "cnr_id": "ComfyUI-WanVideoWrapper",
-        "ver": "69e477ce7b5c77540faf1ddfa636870ec2a1917a"
-      },
-      "widgets_values": []
-    },
-    {
-      "id": 50,
-      "type": "CLIPTextEncode",
-      "pos": [
-        754.153076171875,
-        1100.100830078125
-      ],
-      "size": [
-        400,
-        200
-      ],
-      "flags": {},
-      "order": 27,
-      "mode": 2,
-      "inputs": [
-        {
-          "name": "clip",
-          "type": "CLIP",
-          "link": 53
-        }
-      ],
-      "outputs": [
-        {
-          "name": "CONDITIONING",
-          "type": "CONDITIONING",
-          "links": [
-            55
-          ],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.18",
-        "Node name for S&R": "CLIPTextEncode"
-      },
-      "widgets_values": [
-        "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走"
-      ]
-    },
-    {
-      "id": 48,
-      "type": "CLIPLoader",
-      "pos": [
-        394.15313720703125,
-        850.100830078125
-      ],
-      "size": [
-        315,
-        98.00003051757812
-      ],
-      "flags": {},
-      "order": 0,
-      "mode": 2,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "CLIP",
-          "type": "CLIP",
-          "links": [
-            52,
-            53
-          ],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.18",
-        "Node name for S&R": "CLIPLoader"
-      },
-      "widgets_values": [
-        "umt5_xxl_fp16.safetensors",
-        "wan",
-        "default"
-      ]
-    },
-    {
-      "id": 42,
-      "type": "Note",
-      "pos": [
-        -580,
-        -760
-      ],
-      "size": [
-        314.96246337890625,
-        152.77333068847656
-      ],
-      "flags": {},
-      "order": 1,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "Adjust the blocks to swap based on your VRAM, this is a tradeoff between speed and memory usage.\n\nAlternatively there's option to use VRAM management introduced in DiffSynt-Studios. This is usually slower, but saves even more VRAM compared to BlockSwap"
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 36,
-      "type": "Note",
-      "pos": [
-        160,
-        -1010
-      ],
-      "size": [
-        374.3061828613281,
-        171.9547576904297
-      ],
-      "flags": {},
-      "order": 2,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "fp8_fast seems to cause huge quality degradation\n\nfp_16_fast enables \"Full FP16 Accmumulation in FP16 GEMMs\" feature available in the very latest pytorch nightly, this is around 20% speed boost. \n\nSageattn if you have it installed can be used for almost double inference speed"
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 33,
-      "type": "Note",
-      "pos": [
-        170,
-        -1150
-      ],
-      "size": [
-        359.0753479003906,
-        88
-      ],
-      "flags": {},
-      "order": 3,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "Models:\nhttps://huggingface.co/Kijai/WanVideo_comfy/tree/main"
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 51,
-      "type": "Note",
-      "pos": [
-        424.153076171875,
-        680.1004028320312
-      ],
-      "size": [
-        253.16725158691406,
-        88
-      ],
-      "flags": {},
-      "order": 4,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "You can also use native ComfyUI text encoding with these nodes instead of the original, the models are node specific and can't otherwise be mixed."
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 60,
-      "type": "Note",
-      "pos": [
-        -432.5627136230469,
-        -224.5513458251953
-      ],
-      "size": [
-        253.16725158691406,
-        88
-      ],
-      "flags": {},
-      "order": 5,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "You can use either the original clip vision or the normal comfyui clip vision loader, they are the same model in the end."
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 53,
-      "type": "Note",
-      "pos": [
-        960.3718872070312,
-        -810.77099609375
-      ],
-      "size": [
-        324.64129638671875,
-        159.47401428222656
-      ],
-      "flags": {},
-      "order": 6,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "TeaCache could be considered to be sort of an automated step skipper \n\nThe relative l1 threshold -value determines how aggressive this is, higher values are faster but quality suffers more. Very first steps should NEVER be skipped with this model or it kills the motion. When using the pre-calculated coefficients, the treshold value should be much higher than with the default coefficients."
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 44,
-      "type": "Note",
-      "pos": [
-        -618.9041137695312,
-        -1263.732421875
-      ],
-      "size": [
-        303.0501403808594,
-        88
-      ],
-      "flags": {},
-      "order": 7,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "If you have Triton installed, connect this for ~30% speed increase"
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 64,
-      "type": "WanVideoContextOptions",
-      "pos": [
-        1313.1602783203125,
-        -1062.612548828125
-      ],
-      "size": [
-        315,
-        226
-      ],
-      "flags": {},
-      "order": 8,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "vae",
-          "type": "WANVAE",
-          "shape": 7,
-          "link": null
-        }
-      ],
-      "outputs": [
-        {
-          "name": "context_options",
-          "type": "WANVIDCONTEXT",
-          "links": null
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "WanVideoContextOptions",
-        "cnr_id": "ComfyUI-WanVideoWrapper",
-        "ver": "69e477ce7b5c77540faf1ddfa636870ec2a1917a"
-      },
-      "widgets_values": [
-        "uniform_standard",
-        81,
-        4,
-        16,
-        true,
-        false,
-        6,
-        2
-      ]
-    },
-    {
-      "id": 65,
-      "type": "WanVideoFlowEdit",
-      "pos": [
-        970,
-        -1030
-      ],
-      "size": [
-        301.1999816894531,
-        174
-      ],
-      "flags": {},
-      "order": 9,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "source_embeds",
-          "type": "WANVIDEOTEXTEMBEDS",
-          "link": null
-        },
-        {
-          "name": "source_image_embeds",
-          "type": "WANVIDIMAGE_EMBEDS",
-          "shape": 7,
-          "link": null
-        }
-      ],
-      "outputs": [
-        {
-          "name": "flowedit_args",
-          "type": "FLOWEDITARGS",
-          "links": null
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "WanVideoFlowEdit",
-        "cnr_id": "ComfyUI-WanVideoWrapper",
-        "ver": "69e477ce7b5c77540faf1ddfa636870ec2a1917a"
-      },
-      "widgets_values": [
-        4,
-        0,
-        3,
-        6,
-        6
-      ]
-    },
-    {
-      "id": 54,
-      "type": "Note",
-      "pos": [
-        960,
-        -560
-      ],
-      "size": [
-        327.61932373046875,
-        88
-      ],
-      "flags": {},
-      "order": 10,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "Enhance-a-video can increase the fidelity of the results, too high values lead to noisy results."
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 45,
-      "type": "WanVideoVRAMManagement",
-      "pos": [
-        -210,
-        -580
-      ],
-      "size": [
-        315,
-        58
-      ],
-      "flags": {},
-      "order": 11,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "vram_management_args",
-          "type": "VRAM_MANAGEMENTARGS",
-          "links": [],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "WanVideoVRAMManagement",
-        "cnr_id": "ComfyUI-WanVideoWrapper",
-        "ver": "69e477ce7b5c77540faf1ddfa636870ec2a1917a"
-      },
-      "widgets_values": [
-        1
-      ],
-      "color": "#223",
-      "bgcolor": "#335"
-    },
-    {
-      "id": 63,
-      "type": "WanVideoLoraSelect",
-      "pos": [
-        -210.48684692382812,
-        -946.8336791992188
-      ],
-      "size": [
-        315,
-        126
-      ],
-      "flags": {
-        "collapsed": false
-      },
-      "order": 12,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "prev_lora",
-          "type": "WANVIDLORA",
-          "shape": 7,
-          "link": null
-        },
-        {
-          "name": "blocks",
-          "type": "SELECTEDBLOCKS",
-          "shape": 7,
-          "link": null
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-        90.03050994873047
-      ],
-      "flags": {},
-      "order": 24,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {},
-      "widgets_values": [
-        "The original code had automatic resolution adjustment based on input image total pixels  and aspect ratio. If you want to set it manually, disable the adjust_resolution"
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 89,
-      "type": "WanVideoSESampler",
-      "pos": [
-        1295.1368408203125,
-        -381.5868225097656
-      ],
-      "size": [
-        382.3999938964844,
-        686.4345703125
-      ],
-      "flags": {},
-      "order": 34,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "model",
-          "type": "WANVIDEOMODEL",
-          "link": 113
-        },
-        {
-          "name": "text_embeds",
-          "type": "WANVIDEOTEXTEMBEDS",
-          "link": 102
-        },
-        {
-          "name": "image_embeds",
-          "type": "WANVIDIMAGE_EMBEDS",
-          "link": 103
-        },
-        {
-          "name": "samples",
-          "type": "LATENT",
-          "shape": 7,
-          "link": null
-        },
-        {
-          "name": "feta_args",
-          "type": "FETAARGS",
-          "shape": 7,
-          "link": 105
-        },
-        {
-          "name": "context_options",
-          "type": "WANVIDCONTEXT",
-          "shape": 7,
-          "link": null
-        },
-        {
-          "name": "teacache_args",
-          "type": "TEACACHEARGS",
-          "shape": 7,
-          "link": 104
-        },
-        {
-          "name": "flowedit_args",
-          "type": "FLOWEDITARGS",
-          "shape": 7,
-          "link": null
-        },
-        {
-          "name": "slg_args",
-          "type": "SLGARGS",
-          "shape": 7,
-          "link": 114
-        }
-      ],
-      "outputs": [
-        {
-          "name": "samples",
-          "type": "LATENT",
-          "links": [
-            109
-          ],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "WanVideoSESampler"
-      },
-      "widgets_values": [
-        25,
-        4,
-        7,
-        503349138410614,
-        "fixed",
-        true,
-        "unipc",
-        0,
-        1
-      ]
-    },
-    {
-      "id": 86,
-      "type": "WanVideoSEImageClipEncode",
-      "pos": [
-        281.1954040527344,
-        -121.55868530273438
-      ],
-      "size": [
-        399.4369812011719,
-        364.8916015625
-      ],
-      "flags": {},
-      "order": 33,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "clip_vision",
-          "type": "CLIP_VISION",
-          "link": 95
-        },
-        {
-          "name": "start",
-          "type": "IMAGE",
-          "link": 93
-        },
-        {
-          "name": "end",
-          "type": "IMAGE",
-          "link": 123
-        },
-        {
-          "name": "vae",
-          "type": "WANVAE",
-          "link": 96
-        }
-      ],
-      "outputs": [
-        {
-          "name": "image_embeds",
-          "type": "WANVIDIMAGE_EMBEDS",
-          "links": [
-            103
-          ],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "WanVideoSEImageClipEncode"
-      },
-      "widgets_values": [
-        832,
-        480,
-        37,
-        true,
-        0,
-        1,
-        1,
-        true,
-        1,
-        1
-      ],
-      "color": "#2a363b",
-      "bgcolor": "#3f5159"
-    },
-    {
-      "id": 58,
-      "type": "LoadImage",
-      "pos": [
-        -271.2685241699219,
-        109.75862884521484
-      ],
-      "size": [
-        413.10479736328125,
-        498.3180847167969
-      ],
-      "flags": {},
-      "order": 25,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "IMAGE",
-          "type": "IMAGE",
-          "links": [
-            93,
-            107,
-            115
-          ],
-          "slot_index": 0
-        },
-        {
-          "name": "MASK",
-          "type": "MASK",
-          "links": null
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.18",
-        "Node name for S&R": "LoadImage"
-      },
-      "widgets_values": [
-        "424292759-6c301578-56ae-45c7-8d1c-9ac5f727bf53.png",
-        "image"
-      ],
-      "color": "#2a363b",
-      "bgcolor": "#3f5159"
-    }
-  ],
-  "links": [
-    [
-      15,
-      11,
-      0,
-      16,
-      0,
-      "WANTEXTENCODER"
-    ],
-    [
-      52,
-      48,
-      0,
-      49,
-      0,
-      "CLIP"
-    ],
-    [
-      53,
-      48,
-      0,
-      50,
-      0,
-      "CLIP"
-    ],
-    [
-      54,
-      49,
-      0,
-      46,
-      0,
-      "CONDITIONING"
-    ],
-    [
-      55,
-      50,
-      0,
-      46,
-      1,
-      "CONDITIONING"
-    ],
-    [
-      93,
-      58,
-      0,
-      86,
-      1,
-      "IMAGE"
-    ],
-    [
-      95,
-      85,
-      0,
-      86,
-      0,
-      "CLIP_VISION"
-    ],
-    [
-      96,
-      87,
-      0,
-      86,
-      3,
-      "WANVAE"
-    ],
-    [
-      102,
-      16,
-      0,
-      89,
-      1,
-      "WANVIDEOTEXTEMBEDS"
-    ],
-    [
-      103,
-      86,
-      0,
-      89,
-      2,
-      "WANVIDIMAGE_EMBEDS"
-    ],
-    [
-      104,
-      52,
-      0,
-      89,
-      6,
-      "TEACACHEARGS"
-    ],
-    [
-      105,
-      55,
-      0,
-      89,
-      4,
-      "FETAARGS"
-    ],
-    [
-      107,
-      58,
-      0,
-      90,
-      2,
-      "IMAGE"
-    ],
-    [
-      109,
-      89,
-      0,
-      90,
-      1,
-      "LATENT"
-    ],
-    [
-      110,
-      87,
-      0,
-      90,
-      0,
-      "WANVAE"
-    ],
-    [
-      111,
-      90,
-      0,
-      30,
-      0,
-      "IMAGE"
-    ],
-    [
-      112,
-      39,
-      0,
-      92,
-      1,
-      "BLOCKSWAPARGS"
-    ],
-    [
-      113,
-      92,
-      0,
-      89,
-      0,
-      "WANVIDEOMODEL"
-    ],
-    [
-      114,
-      66,
-      0,
-      89,
-      8,
-      "SLGARGS"
-    ],
-    [
-      115,
-      58,
-      0,
-      94,
-      0,
-      "IMAGE"
-    ],
-    [
-      118,
-      94,
-      0,
-      95,
-      4,
-      "INT"
-    ],
-    [
-      119,
-      94,
-      1,
-      95,
-      5,
-      "INT"
-    ],
-    [
-      120,
-      83,
-      0,
-      95,
-      0,
-      "IMAGE"
-    ],
-    [
-      122,
-      95,
-      0,
-      90,
-      3,
-      "IMAGE"
-    ],
-    [
-      123,
-      95,
-      0,
-      86,
-      2,
-      "IMAGE"
-    ]
-  ],
-  "groups": [
-    {
-      "id": 1,
-      "title": "ComfyUI text encoding alternative",
-      "bounding": [
-        331.337158203125,
-        536.1669921875,
-        1210.621337890625,
-        805.9080810546875
-      ],
-      "color": "#3f789e",
-      "font_size": 24,
-      "flags": {}
-    }
-  ],
-  "config": {},
-  "extra": {
-    "ds": {
-      "scale": 0.6588450000000006,
-      "offset": {
-        "0": -335.9543762207031,
-        "1": 317.4505310058594
-      }
-    },
-    "node_versions": {
-      "ComfyUI-WanVideoWrapper": "721cd65e7b5224c70a3d20446d9d561f1732216b",
-      "comfy-core": "0.3.19",
-      "ComfyUI-VideoHelperSuite": "2c25b8b53835aaeb63f831b3137c705cf9f85dce"
-    },
-    "VHS_latentpreview": false,
-    "VHS_latentpreviewrate": 0,
-    "VHS_MetadataImage": true,
-    "VHS_KeepIntermediate": true,
-    "ue_links": []
-  },
-  "version": 0.4
-}
\ No newline at end of file
diff --git a/fp8_optimization.py b/fp8_optimization.py
deleted file mode 100644
index 0688ee6..0000000
--- a/fp8_optimization.py
+++ /dev/null
@@ -1,39 +0,0 @@
-#based on ComfyUI's and MinusZoneAI's fp8_linear optimization
-
-import torch
-import torch.nn as nn
-
-def fp8_linear_forward(cls, original_dtype, input):
-    weight_dtype = cls.weight.dtype
-    if weight_dtype in [torch.float8_e4m3fn, torch.float8_e5m2]:
-        if len(input.shape) == 3:
-            target_dtype = torch.float8_e5m2 if weight_dtype == torch.float8_e4m3fn else torch.float8_e4m3fn
-            inn = input.reshape(-1, input.shape[2]).to(target_dtype)
-            w = cls.weight.t()
-
-            scale = torch.ones((1), device=input.device, dtype=torch.float32)
-            bias = cls.bias.to(original_dtype) if cls.bias is not None else None
-
-            if bias is not None:
-                o = torch._scaled_mm(inn, w, out_dtype=original_dtype, bias=bias, scale_a=scale, scale_b=scale)
-            else:
-                o = torch._scaled_mm(inn, w, out_dtype=original_dtype, scale_a=scale, scale_b=scale)
-
-            if isinstance(o, tuple):
-                o = o[0]
-
-            return o.reshape((-1, input.shape[1], cls.weight.shape[0]))
-        else:
-            return cls.original_forward(input.to(original_dtype))
-    else:
-        return cls.original_forward(input)
-
-def convert_fp8_linear(module, original_dtype, params_to_keep={}):
-    setattr(module, "fp8_matmul_enabled", True)
-   
-    for name, module in module.named_modules():
-        if not any(keyword in name for keyword in params_to_keep):
-            if isinstance(module, nn.Linear):
-                original_forward = module.forward
-                setattr(module, "original_forward", original_forward)
-                setattr(module, "forward", lambda input, m=module: fp8_linear_forward(m, original_dtype, input))
diff --git a/nodes.py b/nodes.py
deleted file mode 100644
index f390e0e..0000000
--- a/nodes.py
+++ /dev/null
@@ -1,1366 +0,0 @@
-import os
-import torch
-import gc
-from .utils import log, print_memory
-import numpy as np
-import math
-from tqdm import tqdm
-
-from .wanvideo.modules.clip import CLIPModel
-from .wanvideo.modules.model import WanModel, rope_params
-from .wanvideo.modules.t5 import T5EncoderModel
-from .wanvideo.utils.fm_solvers import (FlowDPMSolverMultistepScheduler,
-                               get_sampling_sigmas, retrieve_timesteps)
-from .wanvideo.utils.fm_solvers_unipc import FlowUniPCMultistepScheduler
-from diffusers.schedulers import FlowMatchEulerDiscreteScheduler
-
-from .enhance_a_video.globals import enable_enhance, disable_enhance, set_enhance_weight, set_num_frames
-
-from accelerate import init_empty_weights
-from accelerate.utils import set_module_tensor_to_device
-
-import folder_paths
-import comfy.model_management as mm
-from comfy.utils import load_torch_file, save_torch_file, ProgressBar, common_upscale
-import comfy.model_base
-import comfy.latent_formats
-from comfy.clip_vision import clip_preprocess, ClipVisionModel
-
-script_directory = os.path.dirname(os.path.abspath(__file__))
-
-def add_noise_to_reference_video(image, ratio=None):
-    sigma = torch.ones((image.shape[0],)).to(image.device, image.dtype) * ratio 
-    image_noise = torch.randn_like(image) * sigma[:, None, None, None]
-    image_noise = torch.where(image==-1, torch.zeros_like(image), image_noise)
-    image = image + image_noise
-    return image
-
-
-class WindowTrackerSE:
-    def __init__(self, verbose=False):
-        self.window_map = {}  # Maps frame sequence to persistent ID
-        self.next_id = 0
-        self.teacache_states = {}  # Maps persistent ID to teacache state
-        self.verbose = verbose
-
-    def get_window_id(self, frames):
-        key = tuple(sorted(frames))  # Order-independent frame sequence
-        if key not in self.window_map:
-            self.window_map[key] = self.next_id
-            if self.verbose:
-                log.info(f"New window pattern {key} -> ID {self.next_id}")
-            self.next_id += 1
-        return self.window_map[key]
-
-    def get_teacache(self, window_id, base_state):
-        if window_id not in self.teacache_states:
-            if self.verbose:
-                log.info(f"Initializing persistent teacache for window {window_id}")
-            self.teacache_states[window_id] = base_state.copy()
-        return self.teacache_states[window_id]
-
-class WanVideoSEModel(comfy.model_base.BaseModel):
-    def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
-        self.pipeline = {}
-
-    def __getitem__(self, k):
-        return self.pipeline[k]
-
-    def __setitem__(self, k, v):
-        self.pipeline[k] = v
-
-try:
-    from comfy.latent_formats import Wan21
-    latent_format = Wan21
-except: #for backwards compatibility
-    log.warning("Wan21 latent format not found, update ComfyUI for better livepreview")
-    from comfy.latent_formats import HunyuanVideo
-    latent_format = HunyuanVideo
-
-class WanVideoSEModelConfig:
-    def __init__(self, dtype):
-        self.unet_config = {}
-        self.unet_extra_config = {}
-        self.latent_format = latent_format
-        self.latent_format.latent_channels = 16
-        self.manual_cast_dtype = dtype
-        self.sampling_settings = {"multiplier": 1.0}
-        # Don't know what this is. Value taken from ComfyUI Mochi model.
-        self.memory_usage_factor = 2.0
-        # denoiser is handled by extension
-        self.unet_config["disable_unet_model_creation"] = True
-
-def filter_state_dict_by_blocks(state_dict, blocks_mapping):
-    filtered_dict = {}
-
-    for key in state_dict:
-        if 'blocks.' in key:
-            block_pattern = key.split('diffusion_model.')[1].split('.', 2)[0:2]
-            block_key = f'{block_pattern[0]}.{block_pattern[1]}.'
-
-            if block_key in blocks_mapping:
-                filtered_dict[key] = state_dict[key]
-
-    return filtered_dict
-
-def standardize_lora_key_format(lora_sd):
-    new_sd = {}
-    for k, v in lora_sd.items():
-        # Diffusers format
-        if k.startswith('transformer.'):
-            k = k.replace('transformer.', 'diffusion_model.')
-            
-        # from finetrainer format
-        if '.attn1.' in k:
-            k = k.replace('.attn1.', '.cross_attn.')
-            k = k.replace('.to_k.', '.k.')
-            k = k.replace('.to_q.', '.q.')
-            k = k.replace('.to_v.', '.v.')
-            k = k.replace('.to_out.0.', '.o.')
-        elif '.attn2.' in k:
-            k = k.replace('.attn2.', '.cross_attn.')
-            k = k.replace('.to_k.', '.k.')
-            k = k.replace('.to_q.', '.q.')
-            k = k.replace('.to_v.', '.v.')
-            k = k.replace('.to_out.0.', '.o.')
-            
-        if "img_attn.proj" in k:
-            k = k.replace("img_attn.proj", "img_attn_proj")
-        if "img_attn.qkv" in k:
-            k = k.replace("img_attn.qkv", "img_attn_qkv")
-        if "txt_attn.proj" in k:
-            k = k.replace("txt_attn.proj ", "txt_attn_proj")
-        if "txt_attn.qkv" in k:
-            k = k.replace("txt_attn.qkv", "txt_attn_qkv")
-        new_sd[k] = v
-    return new_sd
-
-
-#region Model loading
-class WanVideoSEModelLoader:
-    @classmethod
-    def INPUT_TYPES(s):
-        return {
-            "required": {
-                "model": (folder_paths.get_filename_list("diffusion_models"), {"tooltip": "These models are loaded from the 'ComfyUI/models/diffusion_models' -folder",}),
-
-            "base_precision": (["fp32", "bf16", "fp16", "fp16_fast"], {"default": "bf16"}),
-            "quantization": (['disabled', 'fp8_e4m3fn', 'fp8_e4m3fn_fast', 'fp8_e5m2', 'torchao_fp8dq', "torchao_fp8dqrow", "torchao_int8dq", "torchao_fp6", "torchao_int4", "torchao_int8"], {"default": 'disabled', "tooltip": "optional quantization method"}),
-            "load_device": (["main_device", "offload_device"], {"default": "main_device"}),
-            },
-            "optional": {
-                "attention_mode": ([
-                    "sdpa",
-                    "flash_attn_2",
-                    "flash_attn_3",
-                    "sageattn",
-                    "spargeattn",
-                    "spargeattn_tune",
-                    ], {"default": "sdpa"}),
-                "compile_args": ("WANCOMPILEARGS", ),
-                "block_swap_args": ("BLOCKSWAPARGS", ),
-                "lora": ("WANVIDLORA", {"default": None}),
-                "vram_management_args": ("VRAM_MANAGEMENTARGS", {"default": None, "tooltip": "Alternative offloading method from DiffSynth-Studio, more aggressive in reducing memory use than block swapping, but can be slower"}),
-            }
-        }
-
-    RETURN_TYPES = ("WANVIDEOMODEL",)
-    RETURN_NAMES = ("model", )
-    FUNCTION = "loadmodel"
-    CATEGORY = "WanVideoStartEndFrame"
-
-    def loadmodel(self, model, base_precision, load_device,  quantization,
-                  compile_args=None, attention_mode="sdpa", block_swap_args=None, lora=None, vram_management_args=None):
-        assert not (vram_management_args is not None and block_swap_args is not None), "Can't use both block_swap_args and vram_management_args at the same time"        
-        transformer = None
-        mm.unload_all_models()
-        mm.cleanup_models()
-        mm.soft_empty_cache()
-        manual_offloading = True
-        if "sage" in attention_mode:
-            try:
-                from sageattention import sageattn
-            except Exception as e:
-                raise ValueError(f"Can't import SageAttention: {str(e)}")
-
-        device = mm.get_torch_device()
-        offload_device = mm.unet_offload_device()
-
-                
-        manual_offloading = True
-        transformer_load_device = device if load_device == "main_device" else offload_device
-        
-        base_dtype = {"fp8_e4m3fn": torch.float8_e4m3fn, "fp8_e4m3fn_fast": torch.float8_e4m3fn, "bf16": torch.bfloat16, "fp16": torch.float16, "fp16_fast": torch.float16, "fp32": torch.float32}[base_precision]
-        
-        if base_precision == "fp16_fast":
-            if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"):
-                torch.backends.cuda.matmul.allow_fp16_accumulation = True
-            else:
-                raise ValueError("torch.backends.cuda.matmul.allow_fp16_accumulation is not available in this version of torch, requires torch 2.7.0.dev2025 02 26 nightly minimum currently")
-        else:
-            try:
-                if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"):
-                    torch.backends.cuda.matmul.allow_fp16_accumulation = False
-            except:
-                pass
-
-        model_path = folder_paths.get_full_path_or_raise("diffusion_models", model)
-        sd = load_torch_file(model_path, device=transformer_load_device, safe_load=True)
-
-        first_key = next(iter(sd))
-        if first_key.startswith("model.diffusion_model."):
-            new_sd = {}
-            for key, value in sd.items():
-                new_key = key.replace("model.diffusion_model.", "", 1)
-                new_sd[new_key] = value
-            sd = new_sd
-
-        dim = sd["patch_embedding.weight"].shape[0]
-        in_channels = sd["patch_embedding.weight"].shape[1]
-        print("in_channels: ", in_channels)
-        ffn_dim = sd["blocks.0.ffn.0.bias"].shape[0]
-        model_type = "i2v" if in_channels == 36 else "t2v"
-        num_heads = 40 if dim == 5120 else 12
-        num_layers = 40 if dim == 5120 else 30
-
-        log.info(f"Model type: {model_type}, num_heads: {num_heads}, num_layers: {num_layers}")
-
-        teacache_coefficients_map = {
-            "1_3B": [2.39676752e+03, -1.31110545e+03, 2.01331979e+02, -8.29855975e+00, 1.37887774e-01],
-            "14B": [-5784.54975374, 5449.50911966, -1811.16591783, 256.27178429, -13.02252404],
-            "i2v_480": [-3.02331670e+02, 2.23948934e+02, -5.25463970e+01, 5.87348440e+00, -2.01973289e-01],
-            "i2v_720": [-114.36346466, 65.26524496, -18.82220707, 4.91518089, -0.23412683],
-        }
-        if model_type == "i2v":
-            model_variant = "i2v_480" if "480" in model else "i2v_720"
-        elif model_type == "t2v":
-            model_variant = "14B" if dim == 5120 else "1_3B"
-        log.info(f"Model variant detected: {model_variant}")
-        
-        TRANSFORMER_CONFIG= {
-            "dim": dim,
-            "ffn_dim": ffn_dim,
-            "eps": 1e-06,
-            "freq_dim": 256,
-            "in_dim": in_channels,
-            "model_type": model_type,
-            "out_dim": 16,
-            "text_len": 512,
-            "num_heads": num_heads,
-            "num_layers": num_layers,
-            "attention_mode": attention_mode,
-            "main_device": device,
-            "offload_device": offload_device,
-            "teacache_coefficients": teacache_coefficients_map[model_variant],
-        }
-
-        with init_empty_weights():
-            transformer = WanModel(**TRANSFORMER_CONFIG)
-        transformer.eval()
-
-        comfy_model = WanVideoSEModel(
-            WanVideoSEModelConfig(base_dtype),
-            model_type=comfy.model_base.ModelType.FLOW,
-            device=device,
-        )
-          
-
-        if not "torchao" in quantization:
-            log.info("Using accelerate to load and assign model weights to device...")
-            if quantization == "fp8_e4m3fn" or quantization == "fp8_e4m3fn_fast" or quantization == "fp8_scaled":
-                dtype = torch.float8_e4m3fn
-            elif quantization == "fp8_e5m2":
-                dtype = torch.float8_e5m2
-            else:
-                dtype = base_dtype
-            params_to_keep = {"norm", "head", "bias", "time_in", "vector_in", "patch_embedding", "time_", "img_emb", "modulation"}
-            for name, param in transformer.named_parameters():
-                #print("Assigning Parameter name: ", name)
-                dtype_to_use = base_dtype if any(keyword in name for keyword in params_to_keep) else dtype
-                set_module_tensor_to_device(transformer, name, device=transformer_load_device, dtype=dtype_to_use, value=sd[name])
-
-            comfy_model.diffusion_model = transformer
-            comfy_model.load_device = transformer_load_device
-            
-            patcher = comfy.model_patcher.ModelPatcher(comfy_model, device, offload_device)
-            
-            if lora is not None:
-                from comfy.sd import load_lora_for_models
-                for l in lora:
-                    log.info(f"Loading LoRA: {l['name']} with strength: {l['strength']}")
-                    lora_path = l["path"]
-                    lora_strength = l["strength"]
-                    lora_sd = load_torch_file(lora_path, safe_load=True)
-                    lora_sd = standardize_lora_key_format(lora_sd)
-                    if l["blocks"]:
-                        lora_sd = filter_state_dict_by_blocks(lora_sd, l["blocks"])
-
-                    patcher, _ = load_lora_for_models(patcher, None, lora_sd, lora_strength, 0)
-                    del lora_sd
-
-                patcher.patch_model(device)
-
-            del sd
-            gc.collect()
-            mm.soft_empty_cache()
-
-            if load_device == "offload_device":
-                patcher.model.diffusion_model.to(offload_device)
-
-            if quantization == "fp8_e4m3fn_fast":
-                from .fp8_optimization import convert_fp8_linear
-                #params_to_keep.update({"ffn"})
-                print(params_to_keep)
-                convert_fp8_linear(patcher.model.diffusion_model, base_dtype, params_to_keep=params_to_keep)
-
-            if vram_management_args is not None:
-                from .diffsynth.vram_management import enable_vram_management, AutoWrappedModule, AutoWrappedLinear
-                from .wanvideo.modules.model import WanLayerNorm, WanRMSNorm
-
-                total_params_in_model = sum(p.numel() for p in patcher.model.diffusion_model.parameters())
-                log.info(f"Total number of parameters in the loaded model: {total_params_in_model}")
-
-                offload_percent = vram_management_args["offload_percent"]
-                offload_params = int(total_params_in_model * offload_percent)
-                params_to_keep = total_params_in_model - offload_params
-                log.info(f"Selected params to offload: {offload_params}")
-            
-                enable_vram_management(
-                    patcher.model.diffusion_model,
-                    module_map = {
-                        torch.nn.Linear: AutoWrappedLinear,
-                        torch.nn.Conv3d: AutoWrappedModule,
-                        torch.nn.LayerNorm: AutoWrappedModule,
-                        WanLayerNorm: AutoWrappedModule,
-                        WanRMSNorm: AutoWrappedModule,
-                    },
-                    module_config = dict(
-                        offload_dtype=dtype,
-                        offload_device=offload_device,
-                        onload_dtype=dtype,
-                        onload_device=device,
-                        computation_dtype=base_dtype,
-                        computation_device=device,
-                    ),
-                    max_num_param=params_to_keep,
-                    overflow_module_config = dict(
-                        offload_dtype=dtype,
-                        offload_device=offload_device,
-                        onload_dtype=dtype,
-                        onload_device=offload_device,
-                        computation_dtype=base_dtype,
-                        computation_device=device,
-                    ),
-                )
-
-            #compile
-            if compile_args is not None:
-                torch._dynamo.config.cache_size_limit = compile_args["dynamo_cache_size_limit"]
-                if compile_args["compile_transformer_blocks_only"]:
-                    for i, block in enumerate(patcher.model.diffusion_model.blocks):
-                        patcher.model.diffusion_model.blocks[i] = torch.compile(block, fullgraph=compile_args["fullgraph"], dynamic=compile_args["dynamic"], backend=compile_args["backend"], mode=compile_args["mode"])
-                else:
-                    patcher.model.diffusion_model = torch.compile(patcher.model.diffusion_model, fullgraph=compile_args["fullgraph"], dynamic=compile_args["dynamic"], backend=compile_args["backend"], mode=compile_args["mode"])        
-        elif "torchao" in quantization:
-            try:
-                from torchao.quantization import (
-                quantize_,
-                fpx_weight_only,
-                float8_dynamic_activation_float8_weight,
-                int8_dynamic_activation_int8_weight,
-                int8_weight_only,
-                int4_weight_only
-            )
-            except:
-                raise ImportError("torchao is not installed")
-
-            # def filter_fn(module: nn.Module, fqn: str) -> bool:
-            #     target_submodules = {'attn1', 'ff'} # avoid norm layers, 1.5 at least won't work with quantized norm1 #todo: test other models
-            #     if any(sub in fqn for sub in target_submodules):
-            #         return isinstance(module, nn.Linear)
-            #     return False
-
-            if "fp6" in quantization:
-                quant_func = fpx_weight_only(3, 2)
-            elif "int4" in quantization:
-                quant_func = int4_weight_only()
-            elif "int8" in quantization:
-                quant_func = int8_weight_only()
-            elif "fp8dq" in quantization:
-                quant_func = float8_dynamic_activation_float8_weight()
-            elif 'fp8dqrow' in quantization:
-                from torchao.quantization.quant_api import PerRow
-                quant_func = float8_dynamic_activation_float8_weight(granularity=PerRow())
-            elif 'int8dq' in quantization:
-                quant_func = int8_dynamic_activation_int8_weight()
-
-            log.info(f"Quantizing model with {quant_func}")
-            comfy_model.diffusion_model = transformer
-            patcher = comfy.model_patcher.ModelPatcher(comfy_model, device, offload_device)
-
-            for i, block in enumerate(patcher.model.diffusion_model.blocks):
-                log.info(f"Quantizing block {i}")
-                for name, _ in block.named_parameters(prefix=f"blocks.{i}"):
-                    #print(f"Parameter name: {name}")
-                    set_module_tensor_to_device(patcher.model.diffusion_model, name, device=transformer_load_device, dtype=base_dtype, value=sd[name])
-                if compile_args is not None:
-                    patcher.model.diffusion_model.blocks[i] = torch.compile(block, fullgraph=compile_args["fullgraph"], dynamic=compile_args["dynamic"], backend=compile_args["backend"], mode=compile_args["mode"])
-                quantize_(block, quant_func)
-                print(block)
-                #block.to(offload_device)
-            for name, param in patcher.model.diffusion_model.named_parameters():
-                if "blocks" not in name:
-                    set_module_tensor_to_device(patcher.model.diffusion_model, name, device=transformer_load_device, dtype=base_dtype, value=sd[name])
-
-            manual_offloading = False # to disable manual .to(device) calls
-            log.info(f"Quantized transformer blocks to {quantization}")
-            for name, param in patcher.model.diffusion_model.named_parameters():
-                print(name, param.dtype)
-                #param.data = param.data.to(self.vae_dtype).to(device)
-
-            del sd
-            mm.soft_empty_cache()
-
-        patcher.model["dtype"] = base_dtype
-        patcher.model["base_path"] = model_path
-        patcher.model["model_name"] = model
-        patcher.model["manual_offloading"] = manual_offloading
-        patcher.model["quantization"] = "disabled"
-        patcher.model["block_swap_args"] = block_swap_args
-        patcher.model["auto_cpu_offload"] = True if vram_management_args is not None else False
-
-        for model in mm.current_loaded_models:
-            if model._model() == patcher:
-                mm.current_loaded_models.remove(model)            
-
-        return (patcher,)
-
-#region load VAE
-
-class WanVideoSEVAELoader:
-    @classmethod
-    def INPUT_TYPES(s):
-        return {
-            "required": {
-                "model_name": (folder_paths.get_filename_list("vae"), {"tooltip": "These models are loaded from 'ComfyUI/models/vae'"}),
-            },
-            "optional": {
-                "precision": (["fp16", "fp32", "bf16"],
-                    {"default": "bf16"}
-                ),
-            }
-        }
-
-    RETURN_TYPES = ("WANVAE",)
-    RETURN_NAMES = ("vae", )
-    FUNCTION = "loadmodel"
-    CATEGORY = "WanVideoStartEndFrame"
-    DESCRIPTION = "Loads Hunyuan VAE model from 'ComfyUI/models/vae'"
-
-    def loadmodel(self, model_name, precision):
-        from .wanvideo.wan_video_vae_SE import WanVideoVAE
-
-        device = mm.get_torch_device()
-        offload_device = mm.unet_offload_device()
-
-        dtype = {"bf16": torch.bfloat16, "fp16": torch.float16, "fp32": torch.float32}[precision]
-        #with open(os.path.join(script_directory, 'configs', 'hy_vae_config.json')) as f:
-        #    vae_config = json.load(f)
-        model_path = folder_paths.get_full_path("vae", model_name)
-        vae_sd = load_torch_file(model_path, safe_load=True)
-
-        has_model_prefix = any(k.startswith("model.") for k in vae_sd.keys())
-        if not has_model_prefix:
-            vae_sd = {f"model.{k}": v for k, v in vae_sd.items()}
-        
-        vae = WanVideoVAE(dtype=dtype)
-        vae.load_state_dict(vae_sd)
-        vae.eval()
-        vae.to(device = offload_device, dtype = dtype)
-            
-
-        return (vae,)
-
-
-
-
-
-class WanVideoSEImageClipEncode:
-    @classmethod
-    def INPUT_TYPES(s):
-        return {"required": {
-            "clip_vision": ("CLIP_VISION",),
-            "start": ("IMAGE", {"tooltip": "Image to encode"}),
-            "end": ("IMAGE", {"tooltip": "Image to encode"}),
-            "vae": ("WANVAE",),
-            "generation_width": (
-            "INT", {"default": 832, "min": 64, "max": 2048, "step": 8, "tooltip": "Width of the image to encode"}),
-            "generation_height": (
-            "INT", {"default": 480, "min": 64, "max": 29048, "step": 8, "tooltip": "Height of the image to encode"}),
-            "num_frames": (
-            "INT", {"default": 81, "min": 1, "max": 10000, "step": 4, "tooltip": "Number of frames to encode"}),
-        },
-            "optional": {
-                "force_offload": ("BOOLEAN", {"default": True}),
-                "noise_aug_strength": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 10.0, "step": 0.001,
-                                                 "tooltip": "Strength of noise augmentation, helpful for I2V where some noise can add motion and give sharper results"}),
-                "latent_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.001,
-                                              "tooltip": "Additional latent multiplier, helpful for I2V where lower values allow for more motion"}),
-                "clip_embed_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.001,
-                                                  "tooltip": "Additional clip embed multiplier"}),
-                "adjust_resolution": ("BOOLEAN", {"default": True,
-                                                  "tooltip": "Performs the same resolution adjustment as in the original code"}),
-                "start_frame_weight": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01,
-                                                "tooltip": "Weight for the start frame. Higher values (>1.0) make the starting image more influential throughout the video, resulting in stronger adherence to the start frame's features. Lower values (<1.0) reduce its influence, allowing more creative freedom. Set to 0 to completely ignore the start frame."}),
-                "end_frame_weight": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01,
-                                              "tooltip": "Weight for the end frame. Higher values (>1.0) make the ending image more influential, causing the video to transition more strongly toward the end frame's characteristics. Lower values (<1.0) reduce its influence. Balancing with start_frame_weight allows control over transition speed and style."}),
-            }
-        }
-
-    RETURN_TYPES = ("WANVIDIMAGE_EMBEDS",)
-    RETURN_NAMES = ("image_embeds",)
-    FUNCTION = "process"
-    CATEGORY = "WanVideoStartEndFrame"
-
-    def process(self, clip_vision, vae, start, end, num_frames, generation_width, generation_height, force_offload=True,
-                noise_aug_strength=0.0, latent_strength=1.0, clip_embed_strength=1.0, adjust_resolution=True,
-                start_frame_weight=1.0, end_frame_weight=1.0):
-
-        device = mm.get_torch_device()
-        offload_device = mm.unet_offload_device()
-
-        self.image_mean = [0.48145466, 0.4578275, 0.40821073]
-        self.image_std = [0.26862954, 0.26130258, 0.27577711]
-        patch_size = (1, 2, 2)
-        vae_stride = (4, 8, 8)
-
-        H, W = start.shape[1], end.shape[2]
-        max_area = generation_width * generation_height
-
-        print(clip_vision)
-        clip_vision.model.to(device)
-        if isinstance(clip_vision, ClipVisionModel):
-            clip_context = clip_vision.encode_image(start).last_hidden_state.to(device)
-        else:
-            pixel_values = clip_preprocess(start.to(device), size=224, mean=self.image_mean, std=self.image_std,
-                                           crop=True).float()
-            clip_context = clip_vision.visual(pixel_values)
-        if clip_embed_strength != 1.0:
-            clip_context *= clip_embed_strength
-
-        if force_offload:
-            clip_vision.model.to(offload_device)
-            mm.soft_empty_cache()
-
-        if adjust_resolution:
-            aspect_ratio = H / W
-            lat_h = round(
-                np.sqrt(max_area * aspect_ratio) // vae_stride[1] //
-                patch_size[1] * patch_size[1])
-            lat_w = round(
-                np.sqrt(max_area / aspect_ratio) // vae_stride[2] //
-                patch_size[2] * patch_size[2])
-            h = lat_h * vae_stride[1]
-            w = lat_w * vae_stride[2]
-        else:
-            h = generation_height
-            w = generation_width
-            lat_h = h // 8
-            lat_w = w // 8
-
-        # Step 1: Create initial mask with ones for first frame, zeros for others
-        mask = torch.ones(1, num_frames+1, lat_h, lat_w, device=device)
-        mask[:, 1:-1] = 0
-        
-        # No longer applying weights to the mask - this should improve transition smoothness
-        # mask[:, 0] *= start_frame_weight
-        # mask[:, -1] *= end_frame_weight
-
-        # Step 2: Repeat first frame 4 times and concatenate with remaining frames
-        first_frame_repeated = torch.repeat_interleave(mask[:, 0:1], repeats=4, dim=1)
-        last_frame_repeated = torch.repeat_interleave(mask[:, -1:], repeats=4, dim=1)
-        mask = torch.concat([first_frame_repeated, mask[:, 1:-1], last_frame_repeated], dim=1)
-
-        # Step 3: Reshape mask into groups of 4 frames
-        mask = mask.view(1, mask.shape[1] // 4, 4, lat_h, lat_w)
-        # Step 4: Transpose dimensions and select first batch
-        mask = mask.transpose(1, 2)[0]
-
-        # Calculate maximum sequence length
-        frames_per_stride = (num_frames - 1) // vae_stride[0] + 2
-        patches_per_frame = lat_h * lat_w // (patch_size[1] * patch_size[2])
-        max_seq_len = frames_per_stride * patches_per_frame
-
-        vae.to(device)
-
-        # Step 1: Resize and rearrange the input image dimensions
-        # resized_image = image.permute(0, 3, 1, 2)  # Rearrange dimensions to (B, C, H, W)
-        # resized_image = torch.nn.functional.interpolate(resized_image, size=(h, w), mode='bicubic')
-        resized_start_image = common_upscale(start.movedim(-1, 1), w, h, "lanczos", "disabled")
-        resized_start_image = resized_start_image.transpose(0, 1)  # Transpose to match required format
-        resized_start_image = resized_start_image * 2 - 1
-
-        resized_end_image = common_upscale(end.movedim(-1, 1), w, h, "lanczos", "disabled")
-        resized_end_image = resized_end_image.transpose(0, 1)  # Transpose to match required format
-        resized_end_image = resized_end_image * 2 - 1
-
-        if noise_aug_strength > 0.0:
-            resized_start_image = add_noise_to_reference_video(resized_start_image, ratio=noise_aug_strength)
-            resized_end_image = add_noise_to_reference_video(resized_end_image, ratio=noise_aug_strength)
-
-        # Apply start and end frame weights to image data
-        resized_start_image = resized_start_image * start_frame_weight
-        resized_end_image = resized_end_image * end_frame_weight
-
-        # Step 2: Create zero padding frames
-        zero_frames = torch.zeros(3, num_frames - 1, h, w, device=device)
-
-        # Step 3: Concatenate image with zero frames
-        concatenated = torch.concat([resized_start_image.to(device), zero_frames, resized_end_image.to(device)], dim=1).to(
-            device=device, dtype=vae.dtype)
-        concatenated *= latent_strength
-        y = vae.encode([concatenated], device,end_=True)[0]
-        # y:[4+c,t,h,w]
-        y = torch.concat([mask, y])
-
-        vae.model.clear_cache()
-        vae.to(offload_device)
-        # clip_context contains the encoding of a single image
-        image_embeds = {
-            "image_embeds": y,
-            "clip_context": clip_context,
-            "max_seq_len": max_seq_len,
-            "num_frames": num_frames,
-            "lat_h": lat_h,
-            "lat_w": lat_w,
-        }
-
-        return (image_embeds,)
-
-
-
-
-#region Sampler
-
-    
-
-
-
-class WanVideoSESampler:
-    @classmethod
-    def INPUT_TYPES(s):
-        return {
-            "required": {
-                "model": ("WANVIDEOMODEL",),
-                "text_embeds": ("WANVIDEOTEXTEMBEDS",),
-                "image_embeds": ("WANVIDIMAGE_EMBEDS",),
-                "steps": ("INT", {"default": 30, "min": 1}),
-                "cfg": ("FLOAT", {"default": 6.0, "min": 0.0, "max": 30.0, "step": 0.01}),
-                "shift": ("FLOAT", {"default": 5.0, "min": 0.0, "max": 1000.0, "step": 0.01}),
-                "seed": ("INT", {"default": 0, "min": 0, "max": 0xffffffffffffffff}),
-                "force_offload": (
-                "BOOLEAN", {"default": True, "tooltip": "Moves the model to the offload device after sampling"}),
-                "scheduler": (["unipc", "dpm++", "dpm++_sde", "euler"],
-                              {
-                                  "default": 'unipc'
-                              }),
-                "riflex_freq_index": ("INT", {"default": 0, "min": 0, "max": 1000, "step": 1,
-                                              "tooltip": "Frequency index for RIFLEX, disabled when 0, default 6. Allows for new frames to be generated after without looping"}),
-
-            },
-            "optional": {
-                "samples": ("LATENT", {"tooltip": "init Latents to use for video2video process"}),
-                "denoise_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01}),
-                "feta_args": ("FETAARGS",),
-                "context_options": ("WANVIDCONTEXT",),
-                "teacache_args": ("TEACACHEARGS",),
-                "flowedit_args": ("FLOWEDITARGS",),
-                "slg_args": ("SLGARGS",),
-            }
-        }
-
-    RETURN_TYPES = ("LATENT",)
-    RETURN_NAMES = ("samples",)
-    FUNCTION = "process"
-    CATEGORY = "WanVideoStartEndFrame"
-
-    def process(self, model, text_embeds, image_embeds, shift, steps, cfg, seed, scheduler, riflex_freq_index,
-                force_offload=True, samples=None, feta_args=None, denoise_strength=1.0, context_options=None,
-                teacache_args=None, flowedit_args=None,slg_args=None,):
-
-        # assert not (context_options and teacache_args), "Context options cannot currently be used together with teacache."
-        patcher = model
-        model = model.model
-        transformer = model.diffusion_model
-
-        device = mm.get_torch_device()
-        offload_device = mm.unet_offload_device()
-
-        steps = int(steps / denoise_strength)
-
-        if scheduler == 'unipc':
-            sample_scheduler = FlowUniPCMultistepScheduler(
-                num_train_timesteps=1000,
-                shift=shift,
-                use_dynamic_shifting=False)
-            sample_scheduler.set_timesteps(
-                steps, device=device, shift=shift)
-            timesteps = sample_scheduler.timesteps
-        elif scheduler == 'euler':
-            sample_scheduler = FlowMatchEulerDiscreteScheduler(
-                num_train_timesteps=1000,
-                shift=shift,
-                use_dynamic_shifting=False)
-            sampling_sigmas = get_sampling_sigmas(steps, shift)
-            timesteps, _ = retrieve_timesteps(
-                sample_scheduler,
-                device=device,
-                sigmas=sampling_sigmas)
-        elif 'dpm++' in scheduler:
-            if scheduler == 'dpm++_sde':
-                algorithm_type = "sde-dpmsolver++"
-            else:
-                algorithm_type = "dpmsolver++"
-            sample_scheduler = FlowDPMSolverMultistepScheduler(
-                num_train_timesteps=1000,
-                shift=shift,
-                use_dynamic_shifting=False,
-                algorithm_type=algorithm_type)
-            sampling_sigmas = get_sampling_sigmas(steps, shift)
-            timesteps, _ = retrieve_timesteps(
-                sample_scheduler,
-                device=device,
-                sigmas=sampling_sigmas)
-        else:
-            raise NotImplementedError("Unsupported solver.")
-
-        if denoise_strength < 1.0:
-            steps = int(steps * denoise_strength)
-            timesteps = timesteps[-(steps + 1):]
-
-        seed_g = torch.Generator(device=torch.device("cpu"))
-        seed_g.manual_seed(seed)
-        image_cond = None
-        clip_fea = None
-        if transformer.model_type == "i2v":
-            lat_h = image_embeds.get("lat_h", None)
-            lat_w = image_embeds.get("lat_w", None)
-            if lat_h is None or lat_w is None:
-                raise ValueError("Clip encoded image embeds must be provided for I2V (Image to Video) model")
-            noise = torch.randn(
-                16,
-                (image_embeds["num_frames"] - 1) // 4 + 2,
-                lat_h,
-                lat_w,
-                dtype=torch.float32,
-                generator=seed_g,
-                device=torch.device("cpu"))
-            seq_len = image_embeds["max_seq_len"]
-            image_cond = image_embeds.get("image_embeds", None)
-            clip_fea = image_embeds.get("clip_context", None)
-
-        else:  # t2v
-            target_shape = image_embeds.get("target_shape", None)
-            if target_shape is None:
-                raise ValueError("Empty image embeds must be provided for T2V (Text to Video")
-            seq_len = image_embeds["max_seq_len"]
-            noise = torch.randn(
-                target_shape[0],
-                target_shape[1],
-                target_shape[2],
-                target_shape[3],
-                dtype=torch.float32,
-                device=torch.device("cpu"),
-                generator=seed_g)
-
-        latent_video_length = noise.shape[1]
-
-        if context_options is not None:
-            def create_window_mask(noise_pred_context, c, latent_video_length, context_overlap, looped=False):
-                window_mask = torch.ones_like(noise_pred_context)
-
-                # Apply left-side blending for all except first chunk (or always in loop mode)
-                if min(c) > 0 or (looped and max(c) == latent_video_length - 1):
-                    ramp_up = torch.linspace(0, 1, context_overlap, device=noise_pred_context.device)
-                    ramp_up = ramp_up.view(1, -1, 1, 1)
-                    window_mask[:, :context_overlap] = ramp_up
-
-                # Apply right-side blending for all except last chunk (or always in loop mode)
-                if max(c) < latent_video_length - 1 or (looped and min(c) == 0):
-                    ramp_down = torch.linspace(1, 0, context_overlap, device=noise_pred_context.device)
-                    ramp_down = ramp_down.view(1, -1, 1, 1)
-                    window_mask[:, -context_overlap:] = ramp_down
-
-                return window_mask
-
-            context_schedule = context_options["context_schedule"]
-            context_frames = (context_options["context_frames"] - 1) // 4 + 2
-            context_stride = context_options["context_stride"] // 4
-            context_overlap = context_options["context_overlap"] // 4
-
-            self.window_tracker = WindowTrackerSE(verbose=context_options["verbose"])
-
-            # Get total number of prompts
-            num_prompts = len(text_embeds["prompt_embeds"])
-            log.info(f"Number of prompts: {num_prompts}")
-            # Calculate which section this context window belongs to
-            section_size = latent_video_length / num_prompts
-            log.info(f"Section size: {section_size}")
-            is_looped = context_schedule == "uniform_looped"
-
-            seq_len = math.ceil((noise.shape[2] * noise.shape[3]) / 4 * context_frames)
-
-            if context_options["freenoise"]:
-                log.info("Applying FreeNoise")
-                # code from AnimateDiff-Evolved by Kosinkadink (https://github.com/Kosinkadink/ComfyUI-AnimateDiff-Evolved)
-                delta = context_frames - context_overlap
-                for start_idx in range(0, latent_video_length - context_frames, delta):
-                    place_idx = start_idx + context_frames
-                    if place_idx >= latent_video_length:
-                        break
-                    end_idx = place_idx - 1
-
-                    if end_idx + delta >= latent_video_length:
-                        final_delta = latent_video_length - place_idx
-                        list_idx = torch.tensor(list(range(start_idx, start_idx + final_delta)),
-                                                device=torch.device("cpu"), dtype=torch.long)
-                        list_idx = list_idx[torch.randperm(final_delta, generator=seed_g)]
-                        noise[:, place_idx:place_idx + final_delta, :, :] = noise[:, list_idx, :, :]
-                        break
-                    list_idx = torch.tensor(list(range(start_idx, start_idx + delta)), device=torch.device("cpu"),
-                                            dtype=torch.long)
-                    list_idx = list_idx[torch.randperm(delta, generator=seed_g)]
-                    noise[:, place_idx:place_idx + delta, :, :] = noise[:, list_idx, :, :]
-
-            log.info(
-                f"Context schedule enabled: {context_frames} frames, {context_stride} stride, {context_overlap} overlap")
-            from .context import get_context_scheduler
-            context = get_context_scheduler(context_schedule)
-
-        if samples is not None and denoise_strength < 1.0:
-            latent_timestep = timesteps[:1].to(noise)
-            noise = noise * latent_timestep / 1000 + (1 - latent_timestep / 1000) * samples["samples"].squeeze(0).to(
-                noise)
-
-        if samples is not None:
-            original_image = samples["samples"].clone().squeeze(0).to(device)
-            mask = samples.get("mask", None)
-        # latent初始化为一段噪声
-        latent = noise.to(device)
-
-        d = transformer.dim // transformer.num_heads
-        freqs = torch.cat([
-            rope_params(1024, d - 4 * (d // 6), L_test=latent_video_length, k=riflex_freq_index),
-            rope_params(1024, 2 * (d // 6)),
-            rope_params(1024, 2 * (d // 6))
-        ],
-            dim=1)
-
-        if not isinstance(cfg, list):
-            cfg = [cfg] * (steps + 1)
-
-        print("Seq len:", seq_len)
-
-        pbar = ProgressBar(steps)
-
-        from latent_preview import prepare_callback
-        callback = prepare_callback(patcher, steps)
-
-        # blockswap init
-        if model["block_swap_args"] is not None:
-            for name, param in transformer.named_parameters():
-                if "block" not in name:
-                    param.data = param.data.to(device)
-                elif model["block_swap_args"]["offload_txt_emb"] and "txt_emb" in name:
-                    param.data = param.data.to(offload_device)
-                elif model["block_swap_args"]["offload_img_emb"] and "img_emb" in name:
-                    param.data = param.data.to(offload_device)
-
-            transformer.block_swap(
-                model["block_swap_args"]["blocks_to_swap"] - 1,
-                model["block_swap_args"]["offload_txt_emb"],
-                model["block_swap_args"]["offload_img_emb"],
-            )
-        elif model["auto_cpu_offload"]:
-            for module in transformer.modules():
-                if hasattr(module, "offload"):
-                    module.offload()
-                if hasattr(module, "onload"):
-                    module.onload()
-        elif model["manual_offloading"]:
-            transformer.to(device)
-        # feta
-        if feta_args is not None:
-            set_enhance_weight(feta_args["weight"])
-            feta_start_percent = feta_args["start_percent"]
-            feta_end_percent = feta_args["end_percent"]
-            if context_options is not None:
-                set_num_frames(context_frames)
-            else:
-                set_num_frames(latent_video_length)
-            enable_enhance()
-        else:
-            disable_enhance()
-
-        # Initialize TeaCache if enabled
-        if teacache_args is not None:
-            transformer.enable_teacache = True
-            transformer.rel_l1_thresh = teacache_args["rel_l1_thresh"]
-            transformer.teacache_start_step = teacache_args["start_step"]
-            transformer.teacache_cache_device = teacache_args["cache_device"]
-            transformer.teacache_end_step = len(timesteps) - 1 if teacache_args["end_step"] == -1 else teacache_args[
-                "end_step"]
-            transformer.teacache_use_coefficients = teacache_args["use_coefficients"]
-        else:
-            transformer.enable_teacache = False
-
-        if slg_args is not None:
-            #assert batched_cfg is not None, "Batched cfg is not supported with SLG"
-            transformer.slg_blocks = slg_args["blocks"]
-            transformer.slg_start_percent = slg_args["start_percent"]
-            transformer.slg_end_percent = slg_args["end_percent"]
-        else:
-            transformer.slg_blocks = None
-
-        mm.unload_all_models()
-        mm.soft_empty_cache()
-        gc.collect()
-
-        self.teacache_state = [None, None]
-        self.teacache_state_source = [None, None]
-        self.teacache_states_context = []
-
-        if "sparge" in transformer.attention_mode:
-            from spas_sage_attn.autotune import (
-                SparseAttentionMeansim,
-                extract_sparse_attention_state_dict,
-                load_sparse_attention_state_dict,
-            )
-
-            for idx, block in enumerate(transformer.blocks):
-                block.self_attn.verbose = True
-                block.self_attn.inner_attention = SparseAttentionMeansim(l1=0.06, pv_l1=0.065)
-            if transformer.attention_mode == "spargeattn":
-                try:
-                    saved_state_dict = torch.load("sparge_wan.pt")
-                except:
-                    raise ValueError("No saved parameters found for sparse attention, tuning is required first")
-                load_sparse_attention_state_dict(transformer, saved_state_dict, verbose=True)
-
-        if flowedit_args is not None:
-            source_embeds = flowedit_args["source_embeds"]
-            source_image_embeds = flowedit_args.get("source_image_embeds", image_embeds)
-            source_image_cond = source_image_embeds.get("image_embeds", None)
-            source_clip_fea = source_image_embeds["clip_context"]
-            skip_steps = flowedit_args["skip_steps"]
-            drift_steps = flowedit_args["drift_steps"]
-            source_cfg = flowedit_args["source_cfg"]
-            if not isinstance(source_cfg, list):
-                source_cfg = [source_cfg] * (steps + 1)
-            drift_cfg = flowedit_args["drift_cfg"]
-            if not isinstance(drift_cfg, list):
-                drift_cfg = [drift_cfg] * (steps + 1)
-
-            x_init = samples["samples"].clone().squeeze(0).to(device)
-            x_tgt = samples["samples"].squeeze(0).to(device)
-
-            sample_scheduler = FlowMatchEulerDiscreteScheduler(
-                num_train_timesteps=1000,
-                shift=flowedit_args["drift_flow_shift"],
-                use_dynamic_shifting=False)
-
-            sampling_sigmas = get_sampling_sigmas(steps, flowedit_args["drift_flow_shift"])
-
-            drift_timesteps, _ = retrieve_timesteps(
-                sample_scheduler,
-                device=device,
-                sigmas=sampling_sigmas)
-
-            if drift_steps > 0:
-                drift_timesteps = torch.cat([drift_timesteps, torch.tensor([0]).to(drift_timesteps.device)]).to(
-                    drift_timesteps.device)
-                timesteps[-drift_steps:] = drift_timesteps[-drift_steps:]
-
-        def predict_with_cfg(z, cfg_scale, positive_embeds, negative_embeds, timestep, idx, image_cond=None,
-                             clip_fea=None, teacache_state=None):
-            with torch.autocast(device_type=mm.get_autocast_device(device), dtype=model["dtype"], enabled=True):
-                base_params = {
-                    'clip_fea': clip_fea,
-                    'seq_len': seq_len,
-                    'device': device,
-                    'freqs': freqs,
-                    't': timestep,
-                    'current_step': idx,
-                    'y': image_cond,
-                }
-
-                # Get conditional prediction
-                noise_pred_cond, teacache_state_cond = transformer(
-                    z,
-                    context=[positive_embeds],
-                    pred_id=teacache_state[0] if teacache_state else None,
-                    is_uncond=False,
-                    current_step_percentage=current_step_percentage,
-                    **base_params
-                )
-                noise_pred_cond = noise_pred_cond.to(intermediate_device)
-
-                # If cfg_scale is 1.0, return conditional prediction directly
-                if math.isclose(cfg_scale, 1.0):
-                    return noise_pred_cond, [teacache_state_cond]
-
-                # Get unconditional prediction and apply cfg
-                noise_pred_uncond, teacache_state_uncond = transformer(
-                    z,
-                    context=negative_embeds,
-                    pred_id=teacache_state[1] if teacache_state else None,
-                    is_uncond=True,
-                    current_step_percentage=current_step_percentage,
-                    **base_params
-                )
-                noise_pred_uncond = noise_pred_uncond.to(intermediate_device)
-
-                return noise_pred_uncond + cfg_scale * (noise_pred_cond - noise_pred_uncond), [teacache_state_cond,
-                                                                                               teacache_state_uncond]
-
-        try:
-            torch.cuda.reset_peak_memory_stats(device)
-        except:
-            pass
-
-        log.info(
-            f"Sampling {(latent_video_length - 1) * 4 + 2} frames at {latent.shape[3] * 8}x{latent.shape[2] * 8} with {steps} steps")
-
-        intermediate_device = device
-
-        # diff diff prep
-        masks = None
-
-        if samples is not None and mask is not None:
-            mask = 1 - mask
-            thresholds = torch.arange(len(timesteps), dtype=original_image.dtype) / len(timesteps)
-            thresholds = thresholds.unsqueeze(1).unsqueeze(1).unsqueeze(1).unsqueeze(1).to(device)
-            masks = mask.repeat(len(timesteps), 1, 1, 1, 1).to(device)
-            masks = masks > thresholds
-
-        for idx, t in enumerate(tqdm(timesteps)):
-            if flowedit_args is not None:
-                if idx < skip_steps:
-                    continue
-
-            # diff diff
-            if masks is not None:
-                if idx < len(timesteps) - 1:
-                    noise_timestep = timesteps[idx + 1]
-                    image_latent = sample_scheduler.scale_noise(
-                        original_image, torch.tensor([noise_timestep]), noise.to(device)
-                    )
-                    mask = masks[idx]
-                    mask = mask.to(latent)
-                    latent = image_latent * mask + latent * (1 - mask)
-                    # end diff diff
-
-            latent_model_input = latent.to(device)
-            timestep = torch.tensor([t]).to(device)
-            current_step_percentage = idx / len(timesteps)
-
-            # enhance-a-video
-            if feta_args is not None:
-                if feta_start_percent <= current_step_percentage <= feta_end_percent:
-                    enable_enhance()
-                else:
-                    disable_enhance()
-            # flow-edit
-            if flowedit_args is not None:
-                sigma = t / 1000.0
-                sigma_prev = (timesteps[idx + 1] if idx < len(timesteps) - 1 else timesteps[-1]) / 1000.0
-                noise = torch.randn(x_init.shape, generator=seed_g, device=torch.device("cpu"))
-                if idx < len(timesteps) - drift_steps:
-                    cfg = drift_cfg
-
-                zt_src = (1 - sigma) * x_init + sigma * noise.to(t)
-                zt_tgt = x_tgt + zt_src - x_init
-
-                # source
-                if idx < len(timesteps) - drift_steps:
-                    if context_options is not None:
-                        counter = torch.zeros_like(zt_src, device=intermediate_device)
-                        vt_src = torch.zeros_like(zt_src, device=intermediate_device)
-                        context_queue = list(
-                            context(idx, steps, latent_video_length, context_frames, context_stride, context_overlap))
-                        for c in context_queue:
-                            window_id = self.window_tracker.get_window_id(c)
-
-                            if teacache_args is not None:
-                                current_teacache = self.window_tracker.get_teacache(window_id, self.teacache_state)
-                            else:
-                                current_teacache = None
-
-                            prompt_index = min(int(max(c) / section_size), num_prompts - 1)
-                            if context_options["verbose"]:
-                                log.info(f"Prompt index: {prompt_index}")
-
-                            positive = source_embeds["prompt_embeds"][prompt_index]
-
-                            partial_img_emb = None
-                            if source_image_cond is not None:
-                                partial_img_emb = source_image_cond[:, c, :, :]
-                                partial_img_emb[:, 0, :, :] = source_image_cond[:, 0, :, :].to(intermediate_device)
-
-                            partial_zt_src = zt_src[:, c, :, :]
-                            vt_src_context, new_teacache = predict_with_cfg(
-                                partial_zt_src, cfg[idx],
-                                positive, source_embeds["negative_prompt_embeds"],
-                                timestep, idx, partial_img_emb,
-                                source_clip_fea, current_teacache)
-
-                            if teacache_args is not None:
-                                self.window_tracker.teacache_states[window_id] = new_teacache
-
-                            window_mask = create_window_mask(vt_src_context, c, latent_video_length, context_overlap)
-                            vt_src[:, c, :, :] += vt_src_context * window_mask
-                            counter[:, c, :, :] += window_mask
-                        vt_src /= counter
-                    else:
-                        vt_src, self.teacache_state_source = predict_with_cfg(
-                            zt_src, cfg[idx],
-                            source_embeds["prompt_embeds"][0],
-                            source_embeds["negative_prompt_embeds"],
-                            timestep, idx, source_image_cond,
-                            source_clip_fea,
-                            teacache_state=self.teacache_state_source)
-                else:
-                    if idx == len(timesteps) - drift_steps:
-                        x_tgt = zt_tgt
-                    zt_tgt = x_tgt
-                    vt_src = 0
-                # target
-                if context_options is not None:
-                    counter = torch.zeros_like(zt_tgt, device=intermediate_device)
-                    vt_tgt = torch.zeros_like(zt_tgt, device=intermediate_device)
-                    context_queue = list(
-                        context(idx, steps, latent_video_length, context_frames, context_stride, context_overlap))
-                    for c in context_queue:
-                        window_id = self.window_tracker.get_window_id(c)
-
-                        if teacache_args is not None:
-                            current_teacache = self.window_tracker.get_teacache(window_id, self.teacache_state)
-                        else:
-                            current_teacache = None
-
-                        prompt_index = min(int(max(c) / section_size), num_prompts - 1)
-                        if context_options["verbose"]:
-                            log.info(f"Prompt index: {prompt_index}")
-
-                        positive = text_embeds["prompt_embeds"][prompt_index]
-
-                        partial_img_emb = None
-                        if image_cond is not None:
-                            partial_img_emb = image_cond[:, c, :, :]
-                            partial_img_emb[:, 0, :, :] = image_cond[:, 0, :, :].to(intermediate_device)
-
-                        partial_zt_tgt = zt_tgt[:, c, :, :]
-                        vt_tgt_context, new_teacache = predict_with_cfg(
-                            partial_zt_tgt, cfg[idx],
-                            positive, text_embeds["negative_prompt_embeds"],
-                            timestep, idx, partial_img_emb,
-                            clip_fea, current_teacache)
-
-                        if teacache_args is not None:
-                            self.window_tracker.teacache_states[window_id] = new_teacache
-
-                        window_mask = create_window_mask(vt_tgt_context, c, latent_video_length, context_overlap)
-                        vt_tgt[:, c, :, :] += vt_tgt_context * window_mask
-                        counter[:, c, :, :] += window_mask
-                    vt_tgt /= counter
-                else:
-                    vt_tgt, self.teacache_state = predict_with_cfg(
-                        zt_tgt, cfg[idx],
-                        text_embeds["prompt_embeds"][0],
-                        text_embeds["negative_prompt_embeds"],
-                        timestep, idx, image_cond, clip_fea,
-                        teacache_state=self.teacache_state)
-                v_delta = vt_tgt - vt_src
-                x_tgt = x_tgt.to(torch.float32)
-                v_delta = v_delta.to(torch.float32)
-                x_tgt = x_tgt + (sigma_prev - sigma) * v_delta
-                x0 = x_tgt
-            # context windowing
-            elif context_options is not None:
-                counter = torch.zeros_like(latent_model_input, device=intermediate_device)
-                noise_pred = torch.zeros_like(latent_model_input, device=intermediate_device)
-                context_queue = list(
-                    context(idx, steps, latent_video_length, context_frames, context_stride, context_overlap))
-
-                for c in context_queue:
-                    window_id = self.window_tracker.get_window_id(c)
-
-                    if teacache_args is not None:
-                        current_teacache = self.window_tracker.get_teacache(window_id, self.teacache_state)
-                    else:
-                        current_teacache = None
-
-                    prompt_index = min(int(max(c) / section_size), num_prompts - 1)
-                    if context_options["verbose"]:
-                        log.info(f"Prompt index: {prompt_index}")
-
-                    # Use the appropriate prompt for this section
-                    positive = text_embeds["prompt_embeds"][prompt_index]
-
-                    partial_img_emb = None
-                    if image_cond is not None:
-                        partial_img_emb = image_cond[:, c, :, :]
-                        partial_img_emb[:, 0, :, :] = image_cond[:, 0, :, :].to(intermediate_device)
-
-                    partial_latent_model_input = latent_model_input[:, c, :, :]
-
-                    noise_pred_context, new_teacache = predict_with_cfg(
-                        partial_latent_model_input,
-                        cfg[idx], positive,
-                        text_embeds["negative_prompt_embeds"],
-                        timestep, idx, partial_img_emb, clip_fea,
-                        current_teacache)
-                    if teacache_args is not None:
-                        self.window_tracker.teacache_states[window_id] = new_teacache
-
-                    window_mask = create_window_mask(noise_pred_context, c, latent_video_length, context_overlap,
-                                                     looped=is_looped)
-                    noise_pred[:, c, :, :] += noise_pred_context * window_mask
-                    counter[:, c, :, :] += window_mask
-                noise_pred /= counter
-            # normal inference
-            else:
-                noise_pred, self.teacache_state = predict_with_cfg(
-                    latent_model_input,
-                    cfg[idx],
-                    text_embeds["prompt_embeds"][0],
-                    text_embeds["negative_prompt_embeds"],
-                    timestep, idx, image_cond, clip_fea,
-                    teacache_state=self.teacache_state)
-            if flowedit_args is None:
-                latent = latent.to(intermediate_device)
-
-                temp_x0 = sample_scheduler.step(
-                    noise_pred.unsqueeze(0),
-                    t,
-                    latent.unsqueeze(0),
-                    return_dict=False,
-                    generator=seed_g)[0]
-                latent = temp_x0.squeeze(0)
-
-                x0 = latent.to(device)
-                if callback is not None:
-                    callback_latent = (latent_model_input - noise_pred.to(t.device) * t / 1000).detach().permute(1, 0,
-                                                                                                                 2, 3)
-                    callback(idx, callback_latent, None, steps)
-                else:
-                    pbar.update(1)
-                del latent_model_input, timestep
-            else:
-                if callback is not None:
-                    callback_latent = (zt_tgt - vt_tgt.to(t.device) * t / 1000).detach().permute(1, 0, 2, 3)
-                    callback(idx, callback_latent, None, steps)
-                else:
-                    pbar.update(1)
-
-        if teacache_args is not None:
-            states = transformer.teacache_state.states
-            state_names = {
-                0: "conditional",
-                1: "unconditional"
-            }
-            for pred_id, state in states.items():
-                name = state_names.get(pred_id, f"prediction_{pred_id}")
-                if 'skipped_steps' in state:
-                    log.info(f"TeaCache skipped: {state['skipped_steps']} {name} steps")
-            transformer.teacache_state.clear_all()
-
-        if transformer.attention_mode == "spargeattn_tune":
-            saved_state_dict = extract_sparse_attention_state_dict(transformer)
-            torch.save(saved_state_dict, "sparge_wan.pt")
-            save_torch_file(saved_state_dict, "sparge_wan.safetensors")
-
-        if force_offload:
-            if model["manual_offloading"]:
-                transformer.to(offload_device)
-                mm.soft_empty_cache()
-                gc.collect()
-
-        try:
-            print_memory(device)
-            torch.cuda.reset_peak_memory_stats(device)
-        except:
-            pass
-
-        return ({
-                    "samples": x0.unsqueeze(0).cpu()
-                },)
-
-
-
-class WanVideoSEDecode:
-    @classmethod
-    def INPUT_TYPES(s):
-        return {"required": {
-                    "vae": ("WANVAE",),
-                    "samples": ("LATENT",),
-                    "start": ("IMAGE",),
-                    "end": ("IMAGE",),
-                    "enable_vae_tiling": ("BOOLEAN", {"default": True, "tooltip": "Drastically reduces memory use but may introduce seams"}),
-                    "tile_x": ("INT", {"default": 272, "min": 64, "max": 2048, "step": 1, "tooltip": "Tile size in pixels, smaller values use less VRAM, may introduce more seams"}),
-                    "tile_y": ("INT", {"default": 272, "min": 64, "max": 2048, "step": 1, "tooltip": "Tile size in pixels, smaller values use less VRAM, may introduce more seams"}),
-                    "tile_stride_x": ("INT", {"default": 144, "min": 32, "max": 2048, "step": 32, "tooltip": "Tile stride in pixels, smaller values use less VRAM, may introduce more seams"}),
-                    "tile_stride_y": ("INT", {"default": 128, "min": 32, "max": 2048, "step": 32, "tooltip": "Tile stride in pixels, smaller values use less VRAM, may introduce more seams"}),
-                    },
-                }
-
-    RETURN_TYPES = ("IMAGE",)
-    RETURN_NAMES = ("images",)
-    FUNCTION = "decode"
-    CATEGORY = "WanVideoStartEndFrame"
-
-    def decode(self, vae, samples, start, end, enable_vae_tiling, tile_x, tile_y, tile_stride_x, tile_stride_y):
-        device = mm.get_torch_device()
-        offload_device = mm.unet_offload_device()
-        mm.soft_empty_cache()
-        latents = samples["samples"]
-        vae.to(device)
-
-        latents = latents.to(device = device, dtype = vae.dtype)
-
-        mm.soft_empty_cache()
-
-        image = vae.decode(latents, device=device, end_=True, tiled=enable_vae_tiling, tile_size=(tile_x, tile_y), tile_stride=(tile_stride_x, tile_stride_y))[0]
-        vae.to(offload_device)
-        vae.model.clear_cache()
-        mm.soft_empty_cache()
-
-        image = (image - image.min()) / (image.max() - image.min())
-        image = torch.clamp(image, 0.0, 1.0)
-        h,w=image.shape[2],image.shape[3]
-        end = common_upscale(end.movedim(-1, 1), w, h, "lanczos", "disabled").squeeze(0).unsqueeze(1)
-        start = common_upscale(start.movedim(-1, 1), w, h, "lanczos", "disabled").squeeze(0).unsqueeze(1)
-        image=torch.cat([start,image[:,1:-4,:,:],end],dim=1)
-        image = image.permute(1, 2, 3, 0).cpu().float()
-        #print(image.shape,end.shape)
-        return (image,)
-
-
-
-
-
-NODE_CLASS_MAPPINGS = {
-    "WanVideoSEModelLoader": WanVideoSEModelLoader,
-    "WanVideoSEVAELoader": WanVideoSEVAELoader,
-    "WanVideoSEImageClipEncode": WanVideoSEImageClipEncode,
-    "WanVideoSEDecode": WanVideoSEDecode,
-    "WanVideoSESampler":WanVideoSESampler,
-    }
-NODE_DISPLAY_NAME_MAPPINGS = {
-    "WanVideoSEModelLoader": "WanVideo Model Loader(SE)",
-    "WanVideoSEVAELoader": "WanVideo VAE Loader(SE)",
-    "WanVideoSEImageClipEncode":"WanVideo SEI Clip Encode",
-    "WanVideoSEDecode": "Wan Video SEI Decode",
-    "WanVideoSESampler": "Wan Video Sampler(SE)",
-    }
diff --git a/pyproject.toml b/pyproject.toml
index 36f009b..88efbef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,15 +1,36 @@
 [project]
-name = "ComfyUI-WanVideoStartEndFrames"
+name = "wanvideostartendframes"
 description = "ComfyUI nodes that support video generation by start and end frames"
 version = "1.0.0"
-license = {file = "LICENSE"}
-dependencies = ["accelerate >= 1.2.1", "diffusers >= 0.32.0", "ftfy"]
+license = {file = "LICENSE"} 
+# classifiers = [
+#     # For OS-independent nodes (works on all operating systems)
+#     "Operating System :: OS Independent",
+#
+#     # OR for OS-specific nodes, specify the supported systems:
+#     "Operating System :: Microsoft :: Windows",  # Windows specific
+#     "Operating System :: POSIX :: Linux",  # Linux specific
+#     "Operating System :: MacOS",  # macOS specific
+#
+#     # GPU Accelerator support. Pick the ones that are supported by your extension.
+#     "Environment :: GPU :: NVIDIA CUDA",    # NVIDIA CUDA support
+#     "Environment :: GPU :: AMD ROCm",       # AMD ROCm support
+#     "Environment :: GPU :: Intel Arc",      # Intel Arc support
+#     "Environment :: NPU :: Huawei Ascend",  # Huawei Ascend support
+#     "Environment :: GPU :: Apple Metal",    # Apple Metal support
+# ]
+
 
 [project.urls]
 Repository = "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames"
-#  Used by Comfy Registry https://comfyregistry.org
+#  Used by Comfy Registry https://registry.comfy.org
+Documentation = "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames/wiki"
+"Bug Tracker" = "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames/issues"
 
 [tool.comfy]
-PublisherId = "raindrop-313"
+PublisherId = ""
 DisplayName = "ComfyUI-WanVideoStartEndFrames"
 Icon = ""
+includes = [] 
+# "requires-comfyui" = ">=1.0.0"  # ComfyUI version compatibility
+
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 6a66d5e..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-ftfy
-accelerate>=1.2.1
-einops
-diffusers>=0.32.0
-sentencepiece>=0.2.0
-protobuf
\ No newline at end of file
diff --git a/utils.py b/utils.py
deleted file mode 100644
index cf317f7..0000000
--- a/utils.py
+++ /dev/null
@@ -1,32 +0,0 @@
-import importlib.metadata
-import torch
-import logging
-from contextlib import contextmanager
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
-log = logging.getLogger(__name__)
-
-def check_diffusers_version():
-    try:
-        version = importlib.metadata.version('diffusers')
-        required_version = '0.31.0'
-        if version < required_version:
-            raise AssertionError(f"diffusers version {version} is installed, but version {required_version} or higher is required.")
-    except importlib.metadata.PackageNotFoundError:
-        raise AssertionError("diffusers is not installed.")
-
-def print_memory(device):
-    memory = torch.cuda.memory_allocated(device) / 1024**3
-    max_memory = torch.cuda.max_memory_allocated(device) / 1024**3
-    max_reserved = torch.cuda.max_memory_reserved(device) / 1024**3
-    log.info(f"Allocated memory: {memory=:.3f} GB")
-    log.info(f"Max allocated memory: {max_memory=:.3f} GB")
-    log.info(f"Max reserved memory: {max_reserved=:.3f} GB")
-    #memory_summary = torch.cuda.memory_summary(device=device, abbreviated=False)
-    #log.info(f"Memory Summary:\n{memory_summary}")
-
-def get_module_memory_mb(module):
-    memory = 0
-    for param in module.parameters():
-        if param.data is not None:
-            memory += param.nelement() * param.element_size()
-    return memory / (1024 * 1024)  # Convert to MB
\ No newline at end of file
diff --git a/wanvideo/LICENSE b/wanvideo/LICENSE
deleted file mode 100644
index 261eeb9..0000000
--- a/wanvideo/LICENSE
+++ /dev/null
@@ -1,201 +0,0 @@
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-
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diff --git a/wanvideo/__pycache__/wan_video_vae.cpython-310.pyc b/wanvideo/__pycache__/wan_video_vae.cpython-310.pyc
deleted file mode 100644
index 331b65b..0000000
Binary files a/wanvideo/__pycache__/wan_video_vae.cpython-310.pyc and /dev/null differ
diff --git a/wanvideo/configs/__init__.py b/wanvideo/configs/__init__.py
deleted file mode 100644
index c72d2d0..0000000
--- a/wanvideo/configs/__init__.py
+++ /dev/null
@@ -1,42 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import copy
-import os
-
-os.environ['TOKENIZERS_PARALLELISM'] = 'false'
-
-from .wan_i2v_14B import i2v_14B
-from .wan_t2v_1_3B import t2v_1_3B
-from .wan_t2v_14B import t2v_14B
-
-# the config of t2i_14B is the same as t2v_14B
-t2i_14B = copy.deepcopy(t2v_14B)
-t2i_14B.__name__ = 'Config: Wan T2I 14B'
-
-WAN_CONFIGS = {
-    't2v-14B': t2v_14B,
-    't2v-1.3B': t2v_1_3B,
-    'i2v-14B': i2v_14B,
-    't2i-14B': t2i_14B,
-}
-
-SIZE_CONFIGS = {
-    '720*1280': (720, 1280),
-    '1280*720': (1280, 720),
-    '480*832': (480, 832),
-    '832*480': (832, 480),
-    '1024*1024': (1024, 1024),
-}
-
-MAX_AREA_CONFIGS = {
-    '720*1280': 720 * 1280,
-    '1280*720': 1280 * 720,
-    '480*832': 480 * 832,
-    '832*480': 832 * 480,
-}
-
-SUPPORTED_SIZES = {
-    't2v-14B': ('720*1280', '1280*720', '480*832', '832*480'),
-    't2v-1.3B': ('480*832', '832*480'),
-    'i2v-14B': ('720*1280', '1280*720', '480*832', '832*480'),
-    't2i-14B': tuple(SIZE_CONFIGS.keys()),
-}
diff --git a/wanvideo/configs/shared_config.py b/wanvideo/configs/shared_config.py
deleted file mode 100644
index 04a9f45..0000000
--- a/wanvideo/configs/shared_config.py
+++ /dev/null
@@ -1,19 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import torch
-from easydict import EasyDict
-
-#------------------------ Wan shared config ------------------------#
-wan_shared_cfg = EasyDict()
-
-# t5
-wan_shared_cfg.t5_model = 'umt5_xxl'
-wan_shared_cfg.t5_dtype = torch.bfloat16
-wan_shared_cfg.text_len = 512
-
-# transformer
-wan_shared_cfg.param_dtype = torch.bfloat16
-
-# inference
-wan_shared_cfg.num_train_timesteps = 1000
-wan_shared_cfg.sample_fps = 16
-wan_shared_cfg.sample_neg_prompt = '色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走'
diff --git a/wanvideo/configs/wan_i2v_14B.py b/wanvideo/configs/wan_i2v_14B.py
deleted file mode 100644
index 12e8e20..0000000
--- a/wanvideo/configs/wan_i2v_14B.py
+++ /dev/null
@@ -1,35 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import torch
-from easydict import EasyDict
-
-from .shared_config import wan_shared_cfg
-
-#------------------------ Wan I2V 14B ------------------------#
-
-i2v_14B = EasyDict(__name__='Config: Wan I2V 14B')
-i2v_14B.update(wan_shared_cfg)
-
-i2v_14B.t5_checkpoint = 'models_t5_umt5-xxl-enc-bf16.pth'
-i2v_14B.t5_tokenizer = 'google/umt5-xxl'
-
-# clip
-i2v_14B.clip_model = 'clip_xlm_roberta_vit_h_14'
-i2v_14B.clip_dtype = torch.float16
-i2v_14B.clip_checkpoint = 'models_clip_open-clip-xlm-roberta-large-vit-huge-14.pth'
-i2v_14B.clip_tokenizer = 'xlm-roberta-large'
-
-# vae
-i2v_14B.vae_checkpoint = 'Wan2.1_VAE.pth'
-i2v_14B.vae_stride = (4, 8, 8)
-
-# transformer
-i2v_14B.patch_size = (1, 2, 2)
-i2v_14B.dim = 5120
-i2v_14B.ffn_dim = 13824
-i2v_14B.freq_dim = 256
-i2v_14B.num_heads = 40
-i2v_14B.num_layers = 40
-i2v_14B.window_size = (-1, -1)
-i2v_14B.qk_norm = True
-i2v_14B.cross_attn_norm = True
-i2v_14B.eps = 1e-6
diff --git a/wanvideo/configs/wan_t2v_14B.py b/wanvideo/configs/wan_t2v_14B.py
deleted file mode 100644
index 9d0ee69..0000000
--- a/wanvideo/configs/wan_t2v_14B.py
+++ /dev/null
@@ -1,29 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-from easydict import EasyDict
-
-from .shared_config import wan_shared_cfg
-
-#------------------------ Wan T2V 14B ------------------------#
-
-t2v_14B = EasyDict(__name__='Config: Wan T2V 14B')
-t2v_14B.update(wan_shared_cfg)
-
-# t5
-t2v_14B.t5_checkpoint = 'models_t5_umt5-xxl-enc-bf16.pth'
-t2v_14B.t5_tokenizer = 'google/umt5-xxl'
-
-# vae
-t2v_14B.vae_checkpoint = 'Wan2.1_VAE.pth'
-t2v_14B.vae_stride = (4, 8, 8)
-
-# transformer
-t2v_14B.patch_size = (1, 2, 2)
-t2v_14B.dim = 5120
-t2v_14B.ffn_dim = 13824
-t2v_14B.freq_dim = 256
-t2v_14B.num_heads = 40
-t2v_14B.num_layers = 40
-t2v_14B.window_size = (-1, -1)
-t2v_14B.qk_norm = True
-t2v_14B.cross_attn_norm = True
-t2v_14B.eps = 1e-6
diff --git a/wanvideo/configs/wan_t2v_1_3B.py b/wanvideo/configs/wan_t2v_1_3B.py
deleted file mode 100644
index ea9502b..0000000
--- a/wanvideo/configs/wan_t2v_1_3B.py
+++ /dev/null
@@ -1,29 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-from easydict import EasyDict
-
-from .shared_config import wan_shared_cfg
-
-#------------------------ Wan T2V 1.3B ------------------------#
-
-t2v_1_3B = EasyDict(__name__='Config: Wan T2V 1.3B')
-t2v_1_3B.update(wan_shared_cfg)
-
-# t5
-t2v_1_3B.t5_checkpoint = 'models_t5_umt5-xxl-enc-bf16.pth'
-t2v_1_3B.t5_tokenizer = 'google/umt5-xxl'
-
-# vae
-t2v_1_3B.vae_checkpoint = 'Wan2.1_VAE.pth'
-t2v_1_3B.vae_stride = (4, 8, 8)
-
-# transformer
-t2v_1_3B.patch_size = (1, 2, 2)
-t2v_1_3B.dim = 1536
-t2v_1_3B.ffn_dim = 8960
-t2v_1_3B.freq_dim = 256
-t2v_1_3B.num_heads = 12
-t2v_1_3B.num_layers = 30
-t2v_1_3B.window_size = (-1, -1)
-t2v_1_3B.qk_norm = True
-t2v_1_3B.cross_attn_norm = True
-t2v_1_3B.eps = 1e-6
diff --git a/wanvideo/model.py b/wanvideo/model.py
deleted file mode 100644
index 0b9306c..0000000
--- a/wanvideo/model.py
+++ /dev/null
@@ -1,836 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import math
-
-import torch
-import torch.nn as nn
-from diffusers.configuration_utils import ConfigMixin, register_to_config
-from diffusers.models.modeling_utils import ModelMixin
-
-from ...enhance_a_video.enhance import get_feta_scores
-from ...enhance_a_video.globals import is_enhance_enabled
-
-from .attention import attention
-import numpy as np
-__all__ = ['WanModel']
-
-from tqdm import tqdm
-import gc
-import comfy.model_management as mm
-from ...utils import log, get_module_memory_mb
-
-def poly1d(coefficients, x):
-    result = torch.zeros_like(x)
-    for i, coeff in enumerate(coefficients):
-        result += coeff * (x ** (len(coefficients) - 1 - i))
-    return result.abs()
-
-def sinusoidal_embedding_1d(dim, position):
-    # preprocess
-    assert dim % 2 == 0
-    half = dim // 2
-    position = position.type(torch.float64)
-
-    # calculation
-    sinusoid = torch.outer(
-        position, torch.pow(10000, -torch.arange(half).to(position).div(half)))
-    x = torch.cat([torch.cos(sinusoid), torch.sin(sinusoid)], dim=1)
-    return x
-
-
-def rope_params(max_seq_len, dim, theta=10000, L_test=25, k=0):
-    assert dim % 2 == 0
-    exponents = torch.arange(0, dim, 2, dtype=torch.float64).div(dim)
-    inv_theta_pow = 1.0 / torch.pow(theta, exponents)
-    
-    if k > 0:
-        print(f"RifleX: Using {k}th freq")
-        inv_theta_pow[k-1] = 0.9 * 2 * torch.pi / L_test
-        
-    freqs = torch.outer(torch.arange(max_seq_len), inv_theta_pow)
-    freqs = torch.polar(torch.ones_like(freqs), freqs)
-    return freqs
-
-from comfy.model_management import get_torch_device, get_autocast_device
-@torch.autocast(device_type=get_autocast_device(get_torch_device()), enabled=False)
-@torch.compiler.disable()
-def rope_apply(x, grid_sizes, freqs):
-    n, c = x.size(2), x.size(3) // 2
-
-    # split freqs
-    freqs = freqs.split([c - 2 * (c // 3), c // 3, c // 3], dim=1)
-
-    # loop over samples
-    output = []
-    for i, (f, h, w) in enumerate(grid_sizes.tolist()):
-        seq_len = f * h * w
-
-        # precompute multipliers
-        x_i = torch.view_as_complex(x[i, :seq_len].to(torch.float64).reshape(
-            seq_len, n, -1, 2))
-        freqs_i = torch.cat([
-            freqs[0][:f].view(f, 1, 1, -1).expand(f, h, w, -1),
-            freqs[1][:h].view(1, h, 1, -1).expand(f, h, w, -1),
-            freqs[2][:w].view(1, 1, w, -1).expand(f, h, w, -1)
-        ],
-                            dim=-1).reshape(seq_len, 1, -1)
-
-        # apply rotary embedding
-        x_i = torch.view_as_real(x_i * freqs_i).flatten(2)
-        x_i = torch.cat([x_i, x[i, seq_len:]])
-
-        # append to collection
-        output.append(x_i)
-    return torch.stack(output).float()
-
-
-class WanRMSNorm(nn.Module):
-
-    def __init__(self, dim, eps=1e-5):
-        super().__init__()
-        self.dim = dim
-        self.eps = eps
-        self.weight = nn.Parameter(torch.ones(dim))
-
-    def forward(self, x):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, C]
-        """
-        return self._norm(x.float()).type_as(x) * self.weight
-
-    def _norm(self, x):
-        return x * torch.rsqrt(x.pow(2).mean(dim=-1, keepdim=True) + self.eps)
-
-
-class WanLayerNorm(nn.LayerNorm):
-
-    def __init__(self, dim, eps=1e-6, elementwise_affine=False):
-        super().__init__(dim, elementwise_affine=elementwise_affine, eps=eps)
-
-    def forward(self, x):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, C]
-        """
-        return super().forward(x.float()).type_as(x)
-
-
-class WanSelfAttention(nn.Module):
-
-    def __init__(self,
-                 dim,
-                 num_heads,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 eps=1e-6,
-                 attention_mode='sdpa'):
-        assert dim % num_heads == 0
-        super().__init__()
-        self.dim = dim
-        self.num_heads = num_heads
-        self.head_dim = dim // num_heads
-        self.window_size = window_size
-        self.qk_norm = qk_norm
-        self.eps = eps
-        self.attention_mode = attention_mode
-
-        # layers
-        self.q = nn.Linear(dim, dim)
-        self.k = nn.Linear(dim, dim)
-        self.v = nn.Linear(dim, dim)
-        self.o = nn.Linear(dim, dim)
-        self.norm_q = WanRMSNorm(dim, eps=eps) if qk_norm else nn.Identity()
-        self.norm_k = WanRMSNorm(dim, eps=eps) if qk_norm else nn.Identity()
-
-    def forward(self, x, seq_lens, grid_sizes, freqs):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, num_heads, C / num_heads]
-            seq_lens(Tensor): Shape [B]
-            grid_sizes(Tensor): Shape [B, 3], the second dimension contains (F, H, W)
-            freqs(Tensor): Rope freqs, shape [1024, C / num_heads / 2]
-        """
-        b, s, n, d = *x.shape[:2], self.num_heads, self.head_dim
-
-        # query, key, value function
-        def qkv_fn(x):
-            q = self.norm_q(self.q(x)).view(b, s, n, d)
-            k = self.norm_k(self.k(x)).view(b, s, n, d)
-            v = self.v(x).view(b, s, n, d)
-            return q, k, v
-
-        q, k, v = qkv_fn(x)
-
-        if self.attention_mode == 'spargeattn_tune' or self.attention_mode == 'spargeattn':
-            tune_mode = False
-            if self.attention_mode == 'spargeattn_tune':
-                tune_mode = True
-                
-            if hasattr(self, 'inner_attention'):
-                #print("has inner attention")
-                q=rope_apply(q, grid_sizes, freqs)
-                k=rope_apply(k, grid_sizes, freqs)
-                q = q.permute(0, 2, 1, 3)
-                k = k.permute(0, 2, 1, 3)
-                v = v.permute(0, 2, 1, 3)
-                x = self.inner_attention(
-                    q=q, 
-                    k=k,
-                    v=v, 
-                    is_causal=False, 
-                    tune_mode=tune_mode
-                    ).permute(0, 2, 1, 3)
-                #print("inner attention", x.shape) #inner attention torch.Size([1, 12, 32760, 128])
-        else:
-            q=rope_apply(q, grid_sizes, freqs)
-            k=rope_apply(k, grid_sizes, freqs)
-            if is_enhance_enabled():
-                feta_scores = get_feta_scores(q, k)
-
-            x = attention(
-                q=q,
-                k=k,
-                v=v,
-                k_lens=seq_lens,
-                window_size=self.window_size,
-                attention_mode=self.attention_mode)
-
-        # output
-        x = x.flatten(2)
-        x = self.o(x)
-
-        if is_enhance_enabled():
-            x *= feta_scores
-
-        return x
-
-
-class WanT2VCrossAttention(WanSelfAttention):
-
-    def forward(self, x, context, context_lens):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L1, C]
-            context(Tensor): Shape [B, L2, C]
-            context_lens(Tensor): Shape [B]
-        """
-        b, n, d = x.size(0), self.num_heads, self.head_dim
-
-        # compute query, key, value
-        q = self.norm_q(self.q(x)).view(b, -1, n, d)
-        k = self.norm_k(self.k(context)).view(b, -1, n, d)
-        v = self.v(context).view(b, -1, n, d)
-
-        # compute attention
-        x = attention(q, k, v, k_lens=context_lens, attention_mode=self.attention_mode)
-
-        # output
-        x = x.flatten(2)
-        x = self.o(x)
-        return x
-
-
-class WanI2VCrossAttention(WanSelfAttention):
-
-    def __init__(self,
-                 dim,
-                 num_heads,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 eps=1e-6,
-                 attention_mode='sdpa'):
-        super().__init__(dim, num_heads, window_size, qk_norm, eps)
-
-        self.k_img = nn.Linear(dim, dim)
-        self.v_img = nn.Linear(dim, dim)
-        # self.alpha = nn.Parameter(torch.zeros((1, )))
-        self.norm_k_img = WanRMSNorm(dim, eps=eps) if qk_norm else nn.Identity()
-        self.attention_mode = attention_mode
-
-    def forward(self, x, context, context_lens):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L1, C]
-            context(Tensor): Shape [B, L2, C]
-            context_lens(Tensor): Shape [B]
-        """
-        context_img = context[:, :257]
-        context = context[:, 257:]
-        b, n, d = x.size(0), self.num_heads, self.head_dim
-
-        # compute query, key, value
-        q = self.norm_q(self.q(x)).view(b, -1, n, d)
-        k = self.norm_k(self.k(context)).view(b, -1, n, d)
-        v = self.v(context).view(b, -1, n, d)
-        k_img = self.norm_k_img(self.k_img(context_img)).view(b, -1, n, d)
-        v_img = self.v_img(context_img).view(b, -1, n, d)
-        img_x = attention(q, k_img, v_img, k_lens=None, attention_mode=self.attention_mode)
-        # compute attention
-        x = attention(q, k, v, k_lens=context_lens, attention_mode=self.attention_mode)
-
-        # output
-        x = x.flatten(2)
-        img_x = img_x.flatten(2)
-        x = x + img_x
-        x = self.o(x)
-        return x
-
-
-WAN_CROSSATTENTION_CLASSES = {
-    't2v_cross_attn': WanT2VCrossAttention,
-    'i2v_cross_attn': WanI2VCrossAttention,
-}
-
-
-class WanAttentionBlock(nn.Module):
-
-    def __init__(self,
-                 cross_attn_type,
-                 dim,
-                 ffn_dim,
-                 num_heads,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 cross_attn_norm=False,
-                 eps=1e-6,
-                 attention_mode='sdpa'):
-        super().__init__()
-        self.dim = dim
-        self.ffn_dim = ffn_dim
-        self.num_heads = num_heads
-        self.window_size = window_size
-        self.qk_norm = qk_norm
-        self.cross_attn_norm = cross_attn_norm
-        self.eps = eps
-        self.attention_mode = attention_mode
-
-        # layers
-        self.norm1 = WanLayerNorm(dim, eps)
-        self.self_attn = WanSelfAttention(dim, num_heads, window_size, qk_norm,
-                                          eps, self.attention_mode)
-        self.norm3 = WanLayerNorm(
-            dim, eps,
-            elementwise_affine=True) if cross_attn_norm else nn.Identity()
-        self.cross_attn = WAN_CROSSATTENTION_CLASSES[cross_attn_type](dim,
-                                                                      num_heads,
-                                                                      (-1, -1),
-                                                                      qk_norm,
-                                                                      eps,#attention_mode=attention_mode sageattn doesn't seem faster here
-                                                                      )
-        self.norm2 = WanLayerNorm(dim, eps)
-        self.ffn = nn.Sequential(
-            nn.Linear(dim, ffn_dim), nn.GELU(approximate='tanh'),
-            nn.Linear(ffn_dim, dim))
-
-        # modulation
-        self.modulation = nn.Parameter(torch.randn(1, 6, dim) / dim**0.5)
-
-    def forward(
-        self,
-        x,
-        e,
-        seq_lens,
-        grid_sizes,
-        freqs,
-        context,
-        context_lens,
-    ):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, C]
-            e(Tensor): Shape [B, 6, C]
-            seq_lens(Tensor): Shape [B], length of each sequence in batch
-            grid_sizes(Tensor): Shape [B, 3], the second dimension contains (F, H, W)
-            freqs(Tensor): Rope freqs, shape [1024, C / num_heads / 2]
-        """
-        assert e.dtype == torch.float32
-        e = (self.modulation.to(torch.float32).to(e.device) + e.to(torch.float32)).chunk(6, dim=1)
-        assert e[0].dtype == torch.float32
-
-        # self-attention
-        y = self.self_attn(
-            self.norm1(x).float() * (1 + e[1]) + e[0], seq_lens, grid_sizes,
-            freqs)
-        x = x.to(torch.float32) + (y.to(torch.float32) * e[2].to(torch.float32))
-
-        # cross-attention & ffn function
-        def cross_attn_ffn(x, context, context_lens, e):
-            x = x + self.cross_attn(self.norm3(x), context, context_lens)
-            y = self.ffn(self.norm2(x).float() * (1 + e[4]) + e[3])
-            x = x.to(torch.float32) + (y.to(torch.float32) * e[5].to(torch.float32))
-            return x
-
-        x = cross_attn_ffn(x, context, context_lens, e)
-        return x
-
-
-class Head(nn.Module):
-
-    def __init__(self, dim, out_dim, patch_size, eps=1e-6):
-        super().__init__()
-        self.dim = dim
-        self.out_dim = out_dim
-        self.patch_size = patch_size
-        self.eps = eps
-
-        # layers
-        out_dim = math.prod(patch_size) * out_dim
-        self.norm = WanLayerNorm(dim, eps)
-        self.head = nn.Linear(dim, out_dim)
-
-        # modulation
-        self.modulation = nn.Parameter(torch.randn(1, 2, dim) / dim**0.5)
-
-    def forward(self, x, e):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L1, C]
-            e(Tensor): Shape [B, C]
-        """
-        assert e.dtype == torch.float32
-        e_unsqueezed = e.unsqueeze(1).to(torch.float32)
-        e = (self.modulation.to(torch.float32).to(e.device) + e_unsqueezed).chunk(2, dim=1)
-        normed = self.norm(x).to(torch.float32)
-        x = self.head(normed * (1 + e[1].to(torch.float32)) + e[0].to(torch.float32))
-        return x
-
-
-class MLPProj(torch.nn.Module):
-
-    def __init__(self, in_dim, out_dim):
-        super().__init__()
-
-        self.proj = torch.nn.Sequential(
-            torch.nn.LayerNorm(in_dim), torch.nn.Linear(in_dim, in_dim),
-            torch.nn.GELU(), torch.nn.Linear(in_dim, out_dim),
-            torch.nn.LayerNorm(out_dim))
-
-    def forward(self, image_embeds):
-        clip_extra_context_tokens = self.proj(image_embeds)
-        return clip_extra_context_tokens
-
-
-class WanModel(ModelMixin, ConfigMixin):
-    r"""
-    Wan diffusion backbone supporting both text-to-video and image-to-video.
-    """
-
-    ignore_for_config = [
-        'patch_size', 'cross_attn_norm', 'qk_norm', 'text_dim', 'window_size'
-    ]
-    _no_split_modules = ['WanAttentionBlock']
-
-    @register_to_config
-    def __init__(self,
-                 model_type='t2v',
-                 patch_size=(1, 2, 2),
-                 text_len=512,
-                 in_dim=16,
-                 dim=2048,
-                 ffn_dim=8192,
-                 freq_dim=256,
-                 text_dim=4096,
-                 out_dim=16,
-                 num_heads=16,
-                 num_layers=32,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 cross_attn_norm=True,
-                 eps=1e-6,
-                 attention_mode='sdpa',
-                 main_device=torch.device('cuda'),
-                 offload_device=torch.device('cpu'),
-                 teacache_coefficients=[],):
-        r"""
-        Initialize the diffusion model backbone.
-
-        Args:
-            model_type (`str`, *optional*, defaults to 't2v'):
-                Model variant - 't2v' (text-to-video) or 'i2v' (image-to-video)
-            patch_size (`tuple`, *optional*, defaults to (1, 2, 2)):
-                3D patch dimensions for video embedding (t_patch, h_patch, w_patch)
-            text_len (`int`, *optional*, defaults to 512):
-                Fixed length for text embeddings
-            in_dim (`int`, *optional*, defaults to 16):
-                Input video channels (C_in)
-            dim (`int`, *optional*, defaults to 2048):
-                Hidden dimension of the transformer
-            ffn_dim (`int`, *optional*, defaults to 8192):
-                Intermediate dimension in feed-forward network
-            freq_dim (`int`, *optional*, defaults to 256):
-                Dimension for sinusoidal time embeddings
-            text_dim (`int`, *optional*, defaults to 4096):
-                Input dimension for text embeddings
-            out_dim (`int`, *optional*, defaults to 16):
-                Output video channels (C_out)
-            num_heads (`int`, *optional*, defaults to 16):
-                Number of attention heads
-            num_layers (`int`, *optional*, defaults to 32):
-                Number of transformer blocks
-            window_size (`tuple`, *optional*, defaults to (-1, -1)):
-                Window size for local attention (-1 indicates global attention)
-            qk_norm (`bool`, *optional*, defaults to True):
-                Enable query/key normalization
-            cross_attn_norm (`bool`, *optional*, defaults to False):
-                Enable cross-attention normalization
-            eps (`float`, *optional*, defaults to 1e-6):
-                Epsilon value for normalization layers
-        """
-
-        super().__init__()
-
-        assert model_type in ['t2v', 'i2v']
-        self.model_type = model_type
-
-        self.patch_size = patch_size
-        self.text_len = text_len
-        self.in_dim = in_dim
-        self.dim = dim
-        self.ffn_dim = ffn_dim
-        self.freq_dim = freq_dim
-        self.text_dim = text_dim
-        self.out_dim = out_dim
-        self.num_heads = num_heads
-        self.num_layers = num_layers
-        self.window_size = window_size
-        self.qk_norm = qk_norm
-        self.cross_attn_norm = cross_attn_norm
-        self.eps = eps
-        self.attention_mode = attention_mode
-        self.main_device = main_device
-        self.offload_device = offload_device
-
-        self.blocks_to_swap = -1
-        self.offload_txt_emb = False
-        self.offload_img_emb = False
-
-        #init TeaCache variables
-        self.enable_teacache = False
-        self.rel_l1_thresh = 0.15
-        self.teacache_start_step= 0
-        self.teacache_end_step = -1
-        self.teacache_cache_device = main_device
-        self.teacache_state = TeaCacheState()
-        self.teacache_coefficients = teacache_coefficients
-        self.teacache_use_coefficients = False
-        # self.l1_history_x = []
-        # self.l1_history_temb = []
-        # self.l1_history_rescaled = []
-
-        # embeddings
-        self.patch_embedding = nn.Conv3d(
-            in_dim, dim, kernel_size=patch_size, stride=patch_size)
-        self.text_embedding = nn.Sequential(
-            nn.Linear(text_dim, dim), nn.GELU(approximate='tanh'),
-            nn.Linear(dim, dim))
-
-        self.time_embedding = nn.Sequential(
-            nn.Linear(freq_dim, dim), nn.SiLU(), nn.Linear(dim, dim))
-        self.time_projection = nn.Sequential(nn.SiLU(), nn.Linear(dim, dim * 6))
-
-        # blocks
-        cross_attn_type = 't2v_cross_attn' if model_type == 't2v' else 'i2v_cross_attn'
-        self.blocks = nn.ModuleList([
-            WanAttentionBlock(cross_attn_type, dim, ffn_dim, num_heads,
-                              window_size, qk_norm, cross_attn_norm, eps,
-                              attention_mode=self.attention_mode)
-            for _ in range(num_layers)
-        ])
-
-        # head
-        self.head = Head(dim, out_dim, patch_size, eps)
-
-        # buffers (don't use register_buffer otherwise dtype will be changed in to())
-        assert (dim % num_heads) == 0 and (dim // num_heads) % 2 == 0
-        
-
-        if model_type == 'i2v':
-            self.img_emb = MLPProj(1280, dim)
-
-        # initialize weights
-        #self.init_weights()
-
-    def block_swap(self, blocks_to_swap, offload_txt_emb=False, offload_img_emb=False):
-        print(f"Swapping {blocks_to_swap + 1} transformer blocks")
-        self.blocks_to_swap = blocks_to_swap
-        self.offload_img_emb = offload_img_emb
-        self.offload_txt_emb = offload_txt_emb
-
-        total_offload_memory = 0
-        total_main_memory = 0
-       
-        for b, block in tqdm(enumerate(self.blocks), total=len(self.blocks), desc="Initializing block swap"):
-            block_memory = get_module_memory_mb(block)
-            
-            if b > self.blocks_to_swap:
-                block.to(self.main_device)
-                total_main_memory += block_memory
-            else:
-                block.to(self.offload_device)
-                total_offload_memory += block_memory
-
-        mm.soft_empty_cache()
-        gc.collect()
-                
-            #print(f"Block {b}: {block_memory:.2f}MB on {block.parameters().__next__().device}")
-        log.info("----------------------")
-        log.info(f"Block swap memory summary:")
-        log.info(f"Transformer blocks on {self.offload_device}: {total_offload_memory:.2f}MB")
-        log.info(f"Transformer blocks on {self.main_device}: {total_main_memory:.2f}MB")
-        log.info(f"Total memory used by transformer blocks: {(total_offload_memory + total_main_memory):.2f}MB")
-        log.info("----------------------")
-
-    def forward(
-        self,
-        x,
-        t,
-        context,
-        seq_len,
-        clip_fea=None,
-        y=None,
-        device=torch.device('cuda'),
-        freqs=None,
-        current_step=0,
-        pred_id=None
-    ):
-        r"""
-        Forward pass through the diffusion model
-
-        Args:
-            x (List[Tensor]):
-                List of input video tensors, each with shape [C_in, F, H, W]
-            t (Tensor):
-                Diffusion timesteps tensor of shape [B]
-            context (List[Tensor]):
-                List of text embeddings each with shape [L, C]
-            seq_len (`int`):
-                Maximum sequence length for positional encoding
-            clip_fea (Tensor, *optional*):
-                CLIP image features for image-to-video mode
-            y (List[Tensor], *optional*):
-                Conditional video inputs for image-to-video mode, same shape as x
-
-        Returns:
-            List[Tensor]:
-                List of denoised video tensors with original input shapes [C_out, F, H / 8, W / 8]
-        """        
-        if self.model_type == 'i2v':
-            assert clip_fea is not None and y is not None
-        # params
-        #device = self.patch_embedding.weight.device
-        if freqs.device != device:
-            freqs = freqs.to(device)
-            
-        if y is not None:
-            #torch.Size([20, 17, 58, 104]) torch.Size([16, 17, 58, 104])
-            #c ,t,h,w
-            x = torch.cat([x, y], dim=0)
-
-        # embeddings
-        x = [self.patch_embedding(x.unsqueeze(0))]
-        print(x.shape,self.patch_embedding)
-        grid_sizes = torch.stack(
-            [torch.tensor(u.shape[2:], dtype=torch.long) for u in x])
-        x = [u.flatten(2).transpose(1, 2) for u in x]
-        seq_lens = torch.tensor([u.size(1) for u in x], dtype=torch.long)
-        assert seq_lens.max() <= seq_len
-        x = torch.cat([
-            torch.cat([u, u.new_zeros(1, seq_len - u.size(1), u.size(2))],
-                      dim=1) for u in x
-        ])
-
-        # time embeddings
-        with torch.autocast(device_type='cuda', dtype=torch.float32):
-            e = self.time_embedding(
-                sinusoidal_embedding_1d(self.freq_dim, t).float())
-            e0 = self.time_projection(e).unflatten(1, (6, self.dim))
-            assert e.dtype == torch.float32 and e0.dtype == torch.float32
-
-        # context
-        context_lens = None
-        if self.offload_txt_emb:
-            self.text_embedding.to(self.main_device)
-        context = self.text_embedding(
-            torch.stack([
-                torch.cat(
-                    [u, u.new_zeros(self.text_len - u.size(0), u.size(1))])
-                for u in context
-            ]))
-        if self.offload_txt_emb:
-            self.text_embedding.to(self.offload_device, non_blocking=True)
-
-        if clip_fea is not None:
-            if self.offload_img_emb:
-                self.img_emb.to(self.main_device)
-            context_clip = self.img_emb(clip_fea)  # bs x 257 x dim
-            context = torch.concat([context_clip, context], dim=1)
-            if self.offload_img_emb:
-                self.img_emb.to(self.offload_device, non_blocking=True)
-
-        should_calc = True
-        accumulated_rel_l1_distance = torch.tensor(0.0, dtype=torch.float32, device=device)
-        if self.enable_teacache and self.teacache_start_step <= current_step <= self.teacache_end_step:
-            if pred_id is None:
-                pred_id = self.teacache_state.new_prediction()
-                #log.info(current_step)
-                #log.info(f"TeaCache: Initializing TeaCache variables for model pred: {pred_id}")
-                should_calc = True                
-            else:
-                previous_modulated_input = self.teacache_state.get(pred_id)['previous_modulated_input']
-                previous_modulated_input = previous_modulated_input.to(device)
-                previous_residual = self.teacache_state.get(pred_id)['previous_residual']
-                accumulated_rel_l1_distance = self.teacache_state.get(pred_id)['accumulated_rel_l1_distance']
-
-                if self.teacache_use_coefficients:
-                    rescale_func = np.poly1d(self.teacache_coefficients)
-                    accumulated_rel_l1_distance += rescale_func(((e-previous_modulated_input).abs().mean() / previous_modulated_input.abs().mean()).cpu().item())
-                else:
-                    temb_relative_l1 = relative_l1_distance(previous_modulated_input, e0)
-                    accumulated_rel_l1_distance = accumulated_rel_l1_distance.to(e0.device) + temb_relative_l1
-
-                #print("accumulated_rel_l1_distance", accumulated_rel_l1_distance)
-
-                if accumulated_rel_l1_distance < self.rel_l1_thresh:
-                    should_calc = False
-                else:
-                    should_calc = True
-                    accumulated_rel_l1_distance = torch.tensor(0.0, dtype=torch.float32, device=device)
-
-            previous_modulated_input = e.clone() if self.teacache_use_coefficients else e0.clone()
-            if not should_calc:
-                x += previous_residual.to(x.device)
-                #log.info(f"TeaCache: Skipping uncond step {current_step+1}")
-                self.teacache_state.update(
-                    pred_id,
-                    accumulated_rel_l1_distance=accumulated_rel_l1_distance,
-                    skipped_steps=self.teacache_state.get(pred_id)['skipped_steps'] + 1,
-                )
-
-        if not self.enable_teacache or (self.enable_teacache and should_calc):
-            if self.enable_teacache:
-                original_x = x.clone()
-            # arguments
-            kwargs = dict(
-                e=e0,
-                seq_lens=seq_lens,
-                grid_sizes=grid_sizes,
-                freqs=freqs,
-                context=context,
-                context_lens=context_lens)
-
-            for b, block in enumerate(self.blocks):
-                if b <= self.blocks_to_swap and self.blocks_to_swap >= 0:
-                    block.to(self.main_device)
-                x = block(x, **kwargs)
-                if b <= self.blocks_to_swap and self.blocks_to_swap >= 0:
-                    block.to(self.offload_device, non_blocking=True)
-
-            if self.enable_teacache and pred_id is not None:
-                self.teacache_state.update(
-                    pred_id,
-                    previous_residual=(x - original_x),
-                    accumulated_rel_l1_distance=accumulated_rel_l1_distance,
-                    previous_modulated_input=previous_modulated_input
-                )
-                #self.teacache_state.report()
-
-        # head
-        x = self.head(x, e)
-        # unpatchify
-        x = self.unpatchify(x, grid_sizes)
-        return x, pred_id
-
-    def unpatchify(self, x, grid_sizes):
-        r"""
-        Reconstruct video tensors from patch embeddings.
-
-        Args:
-            x (List[Tensor]):
-                List of patchified features, each with shape [L, C_out * prod(patch_size)]
-            grid_sizes (Tensor):
-                Original spatial-temporal grid dimensions before patching,
-                    shape [B, 3] (3 dimensions correspond to F_patches, H_patches, W_patches)
-
-        Returns:
-            List[Tensor]:
-                Reconstructed video tensors with shape [C_out, F, H / 8, W / 8]
-        """
-
-        c = self.out_dim
-        for v in grid_sizes.tolist():
-            x = x[:math.prod(v)].view(*v, *self.patch_size, c)
-            x = torch.einsum('fhwpqrc->cfphqwr', x)
-            x = x.reshape(c, *[i * j for i, j in zip(v, self.patch_size)])
-        return x
-
-class TeaCacheState:
-    def __init__(self, cache_device='cpu'):
-        self.cache_device = cache_device
-        self.states = {}
-        self._next_pred_id = 0
-    
-    def new_prediction(self):
-        """Create new prediction state and return its ID"""
-        pred_id = self._next_pred_id
-        self._next_pred_id += 1
-        self.states[pred_id] = {
-            'previous_residual': None,
-            'accumulated_rel_l1_distance': 0,
-            'previous_modulated_input': None,
-            'skipped_steps': 0
-        }
-        return pred_id
-    
-    def update(self, pred_id, **kwargs):
-        """Update state for specific prediction"""
-        if pred_id not in self.states:
-            return None
-        for key, value in kwargs.items():
-            if isinstance(value, torch.Tensor):
-                value = value.to(self.cache_device)
-            self.states[pred_id][key] = value
-    
-    def get(self, pred_id):
-        return self.states.get(pred_id, {})
-
-    def report(self):
-        for pred_id in self.states:
-            log.info(f"Prediction {pred_id}: {self.states[pred_id]}")
-    
-    def clear_prediction(self, pred_id):
-        if pred_id in self.states:
-            del self.states[pred_id]
-    
-    def clear_all(self):
-        self.states.clear()
-        self._next_pred_id = 0
-
-def relative_l1_distance(last_tensor, current_tensor):
-    l1_distance = torch.abs(last_tensor.to(current_tensor.device) - current_tensor).mean()
-    norm = torch.abs(last_tensor).mean()
-    relative_l1_distance = l1_distance / norm
-    return relative_l1_distance.to(torch.float32).to(current_tensor.device)
-
-def normalize_values(values):
-    min_val = min(values)
-    max_val = max(values)
-    if max_val == min_val:
-        return [0.0] * len(values)
-    return [(x - min_val) / (max_val - min_val) for x in values]
-
-def rescale_differences(input_diffs, output_diffs):
-    """Polynomial fitting between input and output differences"""
-    poly_degree = 4
-    if len(input_diffs) < 2:
-        return input_diffs
-    
-    x = np.array([x.item() for x in input_diffs])
-    y = np.array([y.item() for y in output_diffs])
-    print("x ", x)
-    print("y ", y)
-    
-    # Fit polynomial
-    coeffs = np.polyfit(x, y, poly_degree)
-    
-    # Apply polynomial transformation
-    return np.polyval(coeffs, x)
\ No newline at end of file
diff --git a/wanvideo/modules/__init__.py b/wanvideo/modules/__init__.py
deleted file mode 100644
index 2d9adae..0000000
--- a/wanvideo/modules/__init__.py
+++ /dev/null
@@ -1,12 +0,0 @@
-from .model import WanModel
-from .t5 import T5Decoder, T5Encoder, T5EncoderModel, T5Model
-from .tokenizers import HuggingfaceTokenizer
-
-__all__ = [
-    'WanModel',
-    'T5Model',
-    'T5Encoder',
-    'T5Decoder',
-    'T5EncoderModel',
-    'HuggingfaceTokenizer',
-]
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deleted file mode 100644
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diff --git a/wanvideo/modules/__pycache__/tokenizers.cpython-310.pyc b/wanvideo/modules/__pycache__/tokenizers.cpython-310.pyc
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diff --git a/wanvideo/modules/attention.py b/wanvideo/modules/attention.py
deleted file mode 100644
index ca966c8..0000000
--- a/wanvideo/modules/attention.py
+++ /dev/null
@@ -1,207 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import torch
-
-try:
-    import flash_attn_interface
-    FLASH_ATTN_3_AVAILABLE = True
-except ModuleNotFoundError:
-    FLASH_ATTN_3_AVAILABLE = False
-
-try:
-    import flash_attn
-    FLASH_ATTN_2_AVAILABLE = True
-except ModuleNotFoundError:
-    FLASH_ATTN_2_AVAILABLE = False
-
-try:
-    from sageattention import sageattn
-    @torch.compiler.disable()
-    def sageattn_func(q, k, v, attn_mask=None, dropout_p=0, is_causal=False):
-        return sageattn(q, k, v, attn_mask=attn_mask, dropout_p=dropout_p, is_causal=is_causal)
-except Exception as e:
-    print(f"Warning: Could not load sageattention: {str(e)}")
-    if isinstance(e, ModuleNotFoundError):
-        print("sageattention package is not installed")
-    elif isinstance(e, ImportError) and "DLL" in str(e):
-        print("sageattention DLL loading error")
-    sageattn_func = None
-import warnings
-
-__all__ = [
-    'flash_attention',
-    'attention',
-]
-
-
-def flash_attention(
-    q,
-    k,
-    v,
-    q_lens=None,
-    k_lens=None,
-    dropout_p=0.,
-    softmax_scale=None,
-    q_scale=None,
-    causal=False,
-    window_size=(-1, -1),
-    deterministic=False,
-    dtype=torch.bfloat16,
-    version=None,
-):
-    """
-    q:              [B, Lq, Nq, C1].
-    k:              [B, Lk, Nk, C1].
-    v:              [B, Lk, Nk, C2]. Nq must be divisible by Nk.
-    q_lens:         [B].
-    k_lens:         [B].
-    dropout_p:      float. Dropout probability.
-    softmax_scale:  float. The scaling of QK^T before applying softmax.
-    causal:         bool. Whether to apply causal attention mask.
-    window_size:    (left right). If not (-1, -1), apply sliding window local attention.
-    deterministic:  bool. If True, slightly slower and uses more memory.
-    dtype:          torch.dtype. Apply when dtype of q/k/v is not float16/bfloat16.
-    """
-    half_dtypes = (torch.float16, torch.bfloat16)
-    #assert dtype in half_dtypes
-    #assert q.device.type == 'cuda' and q.size(-1) <= 256
-
-    # params
-    b, lq, lk, out_dtype = q.size(0), q.size(1), k.size(1), q.dtype
-
-    def half(x):
-        return x if x.dtype in half_dtypes else x.to(dtype)
-
-    # preprocess query
-    if q_lens is None:
-        q = half(q.flatten(0, 1))
-        q_lens = torch.tensor(
-            [lq] * b, dtype=torch.int32).to(
-                device=q.device, non_blocking=True)
-    else:
-        q = half(torch.cat([u[:v] for u, v in zip(q, q_lens)]))
-
-    # preprocess key, value
-    if k_lens is None:
-        k = half(k.flatten(0, 1))
-        v = half(v.flatten(0, 1))
-        k_lens = torch.tensor(
-            [lk] * b, dtype=torch.int32).to(
-                device=k.device, non_blocking=True)
-    else:
-        k = half(torch.cat([u[:v] for u, v in zip(k, k_lens)]))
-        v = half(torch.cat([u[:v] for u, v in zip(v, k_lens)]))
-
-    q = q.to(v.dtype)
-    k = k.to(v.dtype)
-
-    if q_scale is not None:
-        q = q * q_scale
-
-    if version is not None and version == 3 and not FLASH_ATTN_3_AVAILABLE:
-        warnings.warn(
-            'Flash attention 3 is not available, use flash attention 2 instead.'
-        )
-
-    # apply attention
-    if (version is None or version == 3) and FLASH_ATTN_3_AVAILABLE:
-        # Note: dropout_p, window_size are not supported in FA3 now.
-        x = flash_attn_interface.flash_attn_varlen_func(
-            q=q,
-            k=k,
-            v=v,
-            cu_seqlens_q=torch.cat([q_lens.new_zeros([1]), q_lens]).cumsum(
-                0, dtype=torch.int32).to(q.device, non_blocking=True),
-            cu_seqlens_k=torch.cat([k_lens.new_zeros([1]), k_lens]).cumsum(
-                0, dtype=torch.int32).to(q.device, non_blocking=True),
-            seqused_q=None,
-            seqused_k=None,
-            max_seqlen_q=lq,
-            max_seqlen_k=lk,
-            softmax_scale=softmax_scale,
-            causal=causal,
-            deterministic=deterministic)[0].unflatten(0, (b, lq))
-    else:
-        assert FLASH_ATTN_2_AVAILABLE
-        x = flash_attn.flash_attn_varlen_func(
-            q=q,
-            k=k,
-            v=v,
-            cu_seqlens_q=torch.cat([q_lens.new_zeros([1]), q_lens]).cumsum(
-                0, dtype=torch.int32).to(q.device, non_blocking=True),
-            cu_seqlens_k=torch.cat([k_lens.new_zeros([1]), k_lens]).cumsum(
-                0, dtype=torch.int32).to(q.device, non_blocking=True),
-            max_seqlen_q=lq,
-            max_seqlen_k=lk,
-            dropout_p=dropout_p,
-            softmax_scale=softmax_scale,
-            causal=causal,
-            window_size=window_size,
-            deterministic=deterministic).unflatten(0, (b, lq))
-
-    # output
-    return x.type(out_dtype)
-
-
-def attention(
-    q,
-    k,
-    v,
-    q_lens=None,
-    k_lens=None,
-    dropout_p=0.,
-    softmax_scale=None,
-    q_scale=None,
-    causal=False,
-    window_size=(-1, -1),
-    deterministic=False,
-    dtype=torch.bfloat16,
-    attention_mode='sdpa',
-):  
-    if "flash" in attention_mode:
-        if attention_mode == 'flash_attn_2':
-            fa_version = 2
-        elif attention_mode == 'flash_attn_3':
-            fa_version = 3
-        return flash_attention(
-            q=q,
-            k=k,
-            v=v,
-            q_lens=q_lens,
-            k_lens=k_lens,
-            dropout_p=dropout_p,
-            softmax_scale=softmax_scale,
-            q_scale=q_scale,
-            causal=causal,
-            window_size=window_size,
-            deterministic=deterministic,
-            dtype=dtype,
-            version=fa_version,
-        )
-    elif attention_mode == 'sdpa':
-        # if q_lens is not None or k_lens is not None:
-        #     warnings.warn(
-        #         'Padding mask is disabled when using scaled_dot_product_attention. It can have a significant impact on performance.'
-        #     )
-        attn_mask = None
-
-        q = q.transpose(1, 2).to(dtype)
-        k = k.transpose(1, 2).to(dtype)
-        v = v.transpose(1, 2).to(dtype)
-
-        out = torch.nn.functional.scaled_dot_product_attention(
-            q, k, v, attn_mask=attn_mask, is_causal=causal, dropout_p=dropout_p)
-
-        out = out.transpose(1, 2).contiguous()
-        return out
-    elif attention_mode == 'sageattn':
-        attn_mask = None
-
-        q = q.transpose(1, 2).to(dtype)
-        k = k.transpose(1, 2).to(dtype)
-        v = v.transpose(1, 2).to(dtype)
-
-        out = sageattn_func(
-            q, k, v, attn_mask=attn_mask, is_causal=causal, dropout_p=dropout_p)
-
-        out = out.transpose(1, 2).contiguous()
-        return out
diff --git a/wanvideo/modules/clip.py b/wanvideo/modules/clip.py
deleted file mode 100644
index 304fbb3..0000000
--- a/wanvideo/modules/clip.py
+++ /dev/null
@@ -1,433 +0,0 @@
-# Modified from ``https://github.com/openai/CLIP'' and ``https://github.com/mlfoundations/open_clip''
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import logging
-import math
-
-import torch
-import torch.nn as nn
-import torch.nn.functional as F
-import torchvision.transforms as T
-
-from .attention import attention
-
-__all__ = [
-    'XLMRobertaCLIP',
-    'clip_xlm_roberta_vit_h_14',
-    'CLIPModel',
-]
-from accelerate import init_empty_weights
-from accelerate.utils import set_module_tensor_to_device
-
-import comfy.model_management as mm
-
-def pos_interpolate(pos, seq_len):
-    if pos.size(1) == seq_len:
-        return pos
-    else:
-        src_grid = int(math.sqrt(pos.size(1)))
-        tar_grid = int(math.sqrt(seq_len))
-        n = pos.size(1) - src_grid * src_grid
-        return torch.cat([
-            pos[:, :n],
-            F.interpolate(
-                pos[:, n:].float().reshape(1, src_grid, src_grid, -1).permute(
-                    0, 3, 1, 2),
-                size=(tar_grid, tar_grid),
-                mode='bicubic',
-                align_corners=False).flatten(2).transpose(1, 2)
-        ],
-                         dim=1)
-
-
-class QuickGELU(nn.Module):
-
-    def forward(self, x):
-        return x * torch.sigmoid(1.702 * x)
-
-
-class LayerNorm(nn.LayerNorm):
-
-    def forward(self, x):
-        return super().forward(x.float()).type_as(x)
-
-
-class SelfAttention(nn.Module):
-
-    def __init__(self,
-                 dim,
-                 num_heads,
-                 causal=False,
-                 attn_dropout=0.0,
-                 proj_dropout=0.0):
-        assert dim % num_heads == 0
-        super().__init__()
-        self.dim = dim
-        self.num_heads = num_heads
-        self.head_dim = dim // num_heads
-        self.causal = causal
-        self.attn_dropout = attn_dropout
-        self.proj_dropout = proj_dropout
-
-        # layers
-        self.to_qkv = nn.Linear(dim, dim * 3)
-        self.proj = nn.Linear(dim, dim)
-
-    def forward(self, x):
-        """
-        x:   [B, L, C].
-        """
-        b, s, c, n, d = *x.size(), self.num_heads, self.head_dim
-
-        # compute query, key, value
-        q, k, v = self.to_qkv(x).view(b, s, 3, n, d).unbind(2)
-
-        # compute attention
-        p = self.attn_dropout if self.training else 0.0
-        x = attention(q, k, v, dropout_p=p, causal=self.causal, attention_mode="sdpa")
-        x = x.reshape(b, s, c)
-
-        # output
-        x = self.proj(x)
-        x = F.dropout(x, self.proj_dropout, self.training)
-        return x
-
-
-class SwiGLU(nn.Module):
-
-    def __init__(self, dim, mid_dim):
-        super().__init__()
-        self.dim = dim
-        self.mid_dim = mid_dim
-
-        # layers
-        self.fc1 = nn.Linear(dim, mid_dim)
-        self.fc2 = nn.Linear(dim, mid_dim)
-        self.fc3 = nn.Linear(mid_dim, dim)
-
-    def forward(self, x):
-        x = F.silu(self.fc1(x)) * self.fc2(x)
-        x = self.fc3(x)
-        return x
-
-
-class AttentionBlock(nn.Module):
-
-    def __init__(self,
-                 dim,
-                 mlp_ratio,
-                 num_heads,
-                 post_norm=False,
-                 causal=False,
-                 activation='quick_gelu',
-                 attn_dropout=0.0,
-                 proj_dropout=0.0,
-                 norm_eps=1e-5):
-        assert activation in ['quick_gelu', 'gelu', 'swi_glu']
-        super().__init__()
-        self.dim = dim
-        self.mlp_ratio = mlp_ratio
-        self.num_heads = num_heads
-        self.post_norm = post_norm
-        self.causal = causal
-        self.norm_eps = norm_eps
-
-        # layers
-        self.norm1 = LayerNorm(dim, eps=norm_eps)
-        self.attn = SelfAttention(dim, num_heads, causal, attn_dropout,
-                                  proj_dropout)
-        self.norm2 = LayerNorm(dim, eps=norm_eps)
-        if activation == 'swi_glu':
-            self.mlp = SwiGLU(dim, int(dim * mlp_ratio))
-        else:
-            self.mlp = nn.Sequential(
-                nn.Linear(dim, int(dim * mlp_ratio)),
-                QuickGELU() if activation == 'quick_gelu' else nn.GELU(),
-                nn.Linear(int(dim * mlp_ratio), dim), nn.Dropout(proj_dropout))
-
-    def forward(self, x):
-        if self.post_norm:
-            x = x + self.norm1(self.attn(x))
-            x = x + self.norm2(self.mlp(x))
-        else:
-            x = x + self.attn(self.norm1(x))
-            x = x + self.mlp(self.norm2(x))
-        return x
-
-class VisionTransformer(nn.Module):
-
-    def __init__(self,
-                 image_size=224,
-                 patch_size=16,
-                 dim=768,
-                 mlp_ratio=4,
-                 out_dim=512,
-                 num_heads=12,
-                 num_layers=12,
-                 pool_type='token',
-                 pre_norm=True,
-                 post_norm=False,
-                 activation='quick_gelu',
-                 attn_dropout=0.0,
-                 proj_dropout=0.0,
-                 embedding_dropout=0.0,
-                 norm_eps=1e-5):
-        if image_size % patch_size != 0:
-            print(
-                '[WARNING] image_size is not divisible by patch_size',
-                flush=True)
-        assert pool_type in ('token', 'token_fc', 'attn_pool')
-        out_dim = out_dim or dim
-        super().__init__()
-        self.image_size = image_size
-        self.patch_size = patch_size
-        self.num_patches = (image_size // patch_size)**2
-        self.dim = dim
-        self.mlp_ratio = mlp_ratio
-        self.out_dim = out_dim
-        self.num_heads = num_heads
-        self.num_layers = num_layers
-        self.pool_type = pool_type
-        self.post_norm = post_norm
-        self.norm_eps = norm_eps
-
-        # embeddings
-        gain = 1.0 / math.sqrt(dim)
-        self.patch_embedding = nn.Conv2d(
-            3,
-            dim,
-            kernel_size=patch_size,
-            stride=patch_size,
-            bias=not pre_norm)
-        if pool_type in ('token', 'token_fc'):
-            self.cls_embedding = nn.Parameter(gain * torch.randn(1, 1, dim))
-        self.pos_embedding = nn.Parameter(gain * torch.randn(
-            1, self.num_patches +
-            (1 if pool_type in ('token', 'token_fc') else 0), dim))
-        self.dropout = nn.Dropout(embedding_dropout)
-
-        # transformer
-        self.pre_norm = LayerNorm(dim, eps=norm_eps) if pre_norm else None
-        self.transformer = nn.Sequential(*[
-            AttentionBlock(dim, mlp_ratio, num_heads, post_norm, False,
-                           activation, attn_dropout, proj_dropout, norm_eps)
-            for _ in range(num_layers)
-        ])
-        self.post_norm = LayerNorm(dim, eps=norm_eps)
-
-        # head
-        if pool_type == 'token':
-            self.head = nn.Parameter(gain * torch.randn(dim, out_dim))
-        elif pool_type == 'token_fc':
-            self.head = nn.Linear(dim, out_dim)
-
-    def forward(self, x, interpolation=False, use_31_block=False):
-        b = x.size(0)
-
-        # embeddings
-        x = self.patch_embedding(x).flatten(2).permute(0, 2, 1)
-        if self.pool_type in ('token', 'token_fc'):
-            x = torch.cat([self.cls_embedding.expand(b, -1, -1), x], dim=1)
-        if interpolation:
-            e = pos_interpolate(self.pos_embedding, x.size(1))
-        else:
-            e = self.pos_embedding
-        x = self.dropout(x + e)
-        if self.pre_norm is not None:
-            x = self.pre_norm(x)
-
-        # transformer
-        if use_31_block:
-            x = self.transformer[:-1](x)
-            return x
-        else:
-            x = self.transformer(x)
-            return x
-
-
-class XLMRobertaCLIP(nn.Module):
-
-    def __init__(self,
-                 embed_dim=1024,
-                 image_size=224,
-                 patch_size=14,
-                 vision_dim=1280,
-                 vision_mlp_ratio=4,
-                 vision_heads=16,
-                 vision_layers=32,
-                 vision_pool='token',
-                 vision_pre_norm=True,
-                 vision_post_norm=False,
-                 activation='gelu',
-                 vocab_size=250002,
-                 max_text_len=514,
-                 type_size=1,
-                 pad_id=1,
-                 text_dim=1024,
-                 text_heads=16,
-                 text_layers=24,
-                 text_post_norm=True,
-                 text_dropout=0.1,
-                 attn_dropout=0.0,
-                 proj_dropout=0.0,
-                 embedding_dropout=0.0,
-                 norm_eps=1e-5):
-        super().__init__()
-        self.embed_dim = embed_dim
-        self.image_size = image_size
-        self.patch_size = patch_size
-        self.vision_dim = vision_dim
-        self.vision_mlp_ratio = vision_mlp_ratio
-        self.vision_heads = vision_heads
-        self.vision_layers = vision_layers
-        self.vision_pre_norm = vision_pre_norm
-        self.vision_post_norm = vision_post_norm
-        self.activation = activation
-        self.vocab_size = vocab_size
-        self.max_text_len = max_text_len
-        self.type_size = type_size
-        self.pad_id = pad_id
-        self.text_dim = text_dim
-        self.text_heads = text_heads
-        self.text_layers = text_layers
-        self.text_post_norm = text_post_norm
-        self.norm_eps = norm_eps
-
-        # models
-        self.visual = VisionTransformer(
-            image_size=image_size,
-            patch_size=patch_size,
-            dim=vision_dim,
-            mlp_ratio=vision_mlp_ratio,
-            out_dim=embed_dim,
-            num_heads=vision_heads,
-            num_layers=vision_layers,
-            pool_type=vision_pool,
-            pre_norm=vision_pre_norm,
-            post_norm=vision_post_norm,
-            activation=activation,
-            attn_dropout=attn_dropout,
-            proj_dropout=proj_dropout,
-            embedding_dropout=embedding_dropout,
-            norm_eps=norm_eps)
-        self.log_scale = nn.Parameter(math.log(1 / 0.07) * torch.ones([]))
-
-    def forward(self, imgs, txt_ids):
-        """
-        imgs:       [B, 3, H, W] of torch.float32.
-        - mean:     [0.48145466, 0.4578275, 0.40821073]
-        - std:      [0.26862954, 0.26130258, 0.27577711]
-        txt_ids:    [B, L] of torch.long.
-                    Encoded by data.CLIPTokenizer.
-        """
-        xi = self.visual(imgs)
-        xt = self.textual(txt_ids)
-        return xi, xt
-
-    def param_groups(self):
-        groups = [{
-            'params': [
-                p for n, p in self.named_parameters()
-                if 'norm' in n or n.endswith('bias')
-            ],
-            'weight_decay': 0.0
-        }, {
-            'params': [
-                p for n, p in self.named_parameters()
-                if not ('norm' in n or n.endswith('bias'))
-            ]
-        }]
-        return groups
-
-
-def _clip(pretrained=False,
-          pretrained_name=None,
-          model_cls=XLMRobertaCLIP,
-          return_transforms=False,
-          return_tokenizer=False,
-          tokenizer_padding='eos',
-          dtype=torch.float32,
-          device='cpu',
-          **kwargs):
-    # init a model on device
-    with torch.device(device):
-        model = model_cls(**kwargs)
-
-    # set device
-    #model = model.to(dtype=dtype, device=device)
-    output = (model,)
-
-    # init transforms
-    if return_transforms:
-        # mean and std
-        if 'siglip' in pretrained_name.lower():
-            mean, std = [0.5, 0.5, 0.5], [0.5, 0.5, 0.5]
-        else:
-            mean = [0.48145466, 0.4578275, 0.40821073]
-            std = [0.26862954, 0.26130258, 0.27577711]
-
-        # transforms
-        transforms = T.Compose([
-            T.Resize((model.image_size, model.image_size),
-                     interpolation=T.InterpolationMode.BICUBIC),
-            T.ToTensor(),
-            T.Normalize(mean=mean, std=std)
-        ])
-        output += (transforms,)
-    return output[0] if len(output) == 1 else output
-
-
-def clip_xlm_roberta_vit_h_14(
-        pretrained=False,
-        pretrained_name='open-clip-xlm-roberta-large-vit-huge-14',
-        **kwargs):
-    cfg = dict(
-        embed_dim=1024,
-        image_size=224,
-        patch_size=14,
-        vision_dim=1280,
-        vision_mlp_ratio=4,
-        vision_heads=16,
-        vision_layers=32,
-        vision_pool='token',
-        activation='gelu',
-        vocab_size=250002,
-        max_text_len=514,
-        type_size=1,
-        pad_id=1,
-        text_dim=1024,
-        text_heads=16,
-        text_layers=24,
-        text_post_norm=True,
-        text_dropout=0.1,
-        attn_dropout=0.0,
-        proj_dropout=0.0,
-        embedding_dropout=0.0)
-    cfg.update(**kwargs)
-    return _clip(pretrained, pretrained_name, XLMRobertaCLIP, **cfg)
-
-
-class CLIPModel:
-
-    def __init__(self, dtype, device, state_dict):
-        self.dtype = dtype
-        self.device = device
-
-        # init model
-        with init_empty_weights():
-            self.model, self.transforms = clip_xlm_roberta_vit_h_14(
-                pretrained=False,
-                return_transforms=True,
-                return_tokenizer=False,
-                dtype=dtype,
-                device=device
-                )
-            self.model = self.model.eval().requires_grad_(False)
-
-        for name, param in self.model.named_parameters():
-            set_module_tensor_to_device(self.model, name, device=device, dtype=dtype, value=state_dict[name])
-
-    def visual(self, image):
-        # forward
-        with torch.autocast(device_type=mm.get_autocast_device(self.device), dtype=self.dtype):
-            out = self.model.visual(image, use_31_block=True)
-            return out
diff --git a/wanvideo/modules/model.py b/wanvideo/modules/model.py
deleted file mode 100644
index 79cbb86..0000000
--- a/wanvideo/modules/model.py
+++ /dev/null
@@ -1,846 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import math
-
-import torch
-import torch.nn as nn
-from diffusers.configuration_utils import ConfigMixin, register_to_config
-from diffusers.models.modeling_utils import ModelMixin
-
-from ...enhance_a_video.enhance import get_feta_scores
-from ...enhance_a_video.globals import is_enhance_enabled
-
-from .attention import attention
-import numpy as np
-__all__ = ['WanModel']
-
-from tqdm import tqdm
-import gc
-import comfy.model_management as mm
-from ...utils import log, get_module_memory_mb
-
-def poly1d(coefficients, x):
-    result = torch.zeros_like(x)
-    for i, coeff in enumerate(coefficients):
-        result += coeff * (x ** (len(coefficients) - 1 - i))
-    return result.abs()
-
-def sinusoidal_embedding_1d(dim, position):
-    # preprocess
-    assert dim % 2 == 0
-    half = dim // 2
-    position = position.type(torch.float64)
-
-    # calculation
-    sinusoid = torch.outer(
-        position, torch.pow(10000, -torch.arange(half).to(position).div(half)))
-    x = torch.cat([torch.cos(sinusoid), torch.sin(sinusoid)], dim=1)
-    return x
-
-
-def rope_params(max_seq_len, dim, theta=10000, L_test=25, k=0):
-    assert dim % 2 == 0
-    exponents = torch.arange(0, dim, 2, dtype=torch.float64).div(dim)
-    inv_theta_pow = 1.0 / torch.pow(theta, exponents)
-    
-    if k > 0:
-        print(f"RifleX: Using {k}th freq")
-        inv_theta_pow[k-1] = 0.9 * 2 * torch.pi / L_test
-        
-    freqs = torch.outer(torch.arange(max_seq_len), inv_theta_pow)
-    freqs = torch.polar(torch.ones_like(freqs), freqs)
-    return freqs
-
-from comfy.model_management import get_torch_device, get_autocast_device
-@torch.autocast(device_type=get_autocast_device(get_torch_device()), enabled=False)
-@torch.compiler.disable()
-def rope_apply(x, grid_sizes, freqs):
-    n, c = x.size(2), x.size(3) // 2
-
-    # split freqs
-    freqs = freqs.split([c - 2 * (c // 3), c // 3, c // 3], dim=1)
-
-    # loop over samples
-    output = []
-    for i, (f, h, w) in enumerate(grid_sizes.tolist()):
-        seq_len = f * h * w
-
-        # precompute multipliers
-        x_i = torch.view_as_complex(x[i, :seq_len].to(torch.float64).reshape(
-            seq_len, n, -1, 2))
-        freqs_i = torch.cat([
-            freqs[0][:f].view(f, 1, 1, -1).expand(f, h, w, -1),
-            freqs[1][:h].view(1, h, 1, -1).expand(f, h, w, -1),
-            freqs[2][:w].view(1, 1, w, -1).expand(f, h, w, -1)
-        ],
-                            dim=-1).reshape(seq_len, 1, -1)
-
-        # apply rotary embedding
-        x_i = torch.view_as_real(x_i * freqs_i).flatten(2)
-        x_i = torch.cat([x_i, x[i, seq_len:]])
-
-        # append to collection
-        output.append(x_i)
-    return torch.stack(output).float()
-
-
-class WanRMSNorm(nn.Module):
-
-    def __init__(self, dim, eps=1e-5):
-        super().__init__()
-        self.dim = dim
-        self.eps = eps
-        self.weight = nn.Parameter(torch.ones(dim))
-
-    def forward(self, x):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, C]
-        """
-        return self._norm(x.float()).type_as(x) * self.weight
-
-    def _norm(self, x):
-        return x * torch.rsqrt(x.pow(2).mean(dim=-1, keepdim=True) + self.eps)
-
-
-class WanLayerNorm(nn.LayerNorm):
-
-    def __init__(self, dim, eps=1e-6, elementwise_affine=False):
-        super().__init__(dim, elementwise_affine=elementwise_affine, eps=eps)
-
-    def forward(self, x):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, C]
-        """
-        return super().forward(x.float()).type_as(x)
-
-
-class WanSelfAttention(nn.Module):
-
-    def __init__(self,
-                 dim,
-                 num_heads,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 eps=1e-6,
-                 attention_mode='sdpa'):
-        assert dim % num_heads == 0
-        super().__init__()
-        self.dim = dim
-        self.num_heads = num_heads
-        self.head_dim = dim // num_heads
-        self.window_size = window_size
-        self.qk_norm = qk_norm
-        self.eps = eps
-        self.attention_mode = attention_mode
-
-        # layers
-        self.q = nn.Linear(dim, dim)
-        self.k = nn.Linear(dim, dim)
-        self.v = nn.Linear(dim, dim)
-        self.o = nn.Linear(dim, dim)
-        self.norm_q = WanRMSNorm(dim, eps=eps) if qk_norm else nn.Identity()
-        self.norm_k = WanRMSNorm(dim, eps=eps) if qk_norm else nn.Identity()
-
-    def forward(self, x, seq_lens, grid_sizes, freqs):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, num_heads, C / num_heads]
-            seq_lens(Tensor): Shape [B]
-            grid_sizes(Tensor): Shape [B, 3], the second dimension contains (F, H, W)
-            freqs(Tensor): Rope freqs, shape [1024, C / num_heads / 2]
-        """
-        b, s, n, d = *x.shape[:2], self.num_heads, self.head_dim
-
-        # query, key, value function
-        def qkv_fn(x):
-            q = self.norm_q(self.q(x)).view(b, s, n, d)
-            k = self.norm_k(self.k(x)).view(b, s, n, d)
-            v = self.v(x).view(b, s, n, d)
-            return q, k, v
-
-        q, k, v = qkv_fn(x)
-
-        if self.attention_mode == 'spargeattn_tune' or self.attention_mode == 'spargeattn':
-            tune_mode = False
-            if self.attention_mode == 'spargeattn_tune':
-                tune_mode = True
-                
-            if hasattr(self, 'inner_attention'):
-                #print("has inner attention")
-                q=rope_apply(q, grid_sizes, freqs)
-                k=rope_apply(k, grid_sizes, freqs)
-                q = q.permute(0, 2, 1, 3)
-                k = k.permute(0, 2, 1, 3)
-                v = v.permute(0, 2, 1, 3)
-                x = self.inner_attention(
-                    q=q, 
-                    k=k,
-                    v=v, 
-                    is_causal=False, 
-                    tune_mode=tune_mode
-                    ).permute(0, 2, 1, 3)
-                #print("inner attention", x.shape) #inner attention torch.Size([1, 12, 32760, 128])
-        else:
-            q=rope_apply(q, grid_sizes, freqs)
-            k=rope_apply(k, grid_sizes, freqs)
-            if is_enhance_enabled():
-                feta_scores = get_feta_scores(q, k)
-
-            x = attention(
-                q=q,
-                k=k,
-                v=v,
-                k_lens=seq_lens,
-                window_size=self.window_size,
-                attention_mode=self.attention_mode)
-
-        # output
-        x = x.flatten(2)
-        x = self.o(x)
-
-        if is_enhance_enabled():
-            x *= feta_scores
-
-        return x
-
-
-class WanT2VCrossAttention(WanSelfAttention):
-
-    def forward(self, x, context, context_lens):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L1, C]
-            context(Tensor): Shape [B, L2, C]
-            context_lens(Tensor): Shape [B]
-        """
-        b, n, d = x.size(0), self.num_heads, self.head_dim
-
-        # compute query, key, value
-        q = self.norm_q(self.q(x)).view(b, -1, n, d)
-        k = self.norm_k(self.k(context)).view(b, -1, n, d)
-        v = self.v(context).view(b, -1, n, d)
-
-        # compute attention
-        x = attention(q, k, v, k_lens=context_lens, attention_mode=self.attention_mode)
-
-        # output
-        x = x.flatten(2)
-        x = self.o(x)
-        return x
-
-
-class WanI2VCrossAttention(WanSelfAttention):
-
-    def __init__(self,
-                 dim,
-                 num_heads,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 eps=1e-6,
-                 attention_mode='sdpa'):
-        super().__init__(dim, num_heads, window_size, qk_norm, eps)
-
-        self.k_img = nn.Linear(dim, dim)
-        self.v_img = nn.Linear(dim, dim)
-        # self.alpha = nn.Parameter(torch.zeros((1, )))
-        self.norm_k_img = WanRMSNorm(dim, eps=eps) if qk_norm else nn.Identity()
-        self.attention_mode = attention_mode
-
-    def forward(self, x, context, context_lens):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L1, C]
-            context(Tensor): Shape [B, L2, C]
-            context_lens(Tensor): Shape [B]
-        """
-        context_img = context[:, :257]
-        context = context[:, 257:]
-        b, n, d = x.size(0), self.num_heads, self.head_dim
-
-        # compute query, key, value
-        q = self.norm_q(self.q(x)).view(b, -1, n, d)
-        k = self.norm_k(self.k(context)).view(b, -1, n, d)
-        v = self.v(context).view(b, -1, n, d)
-        k_img = self.norm_k_img(self.k_img(context_img)).view(b, -1, n, d)
-        v_img = self.v_img(context_img).view(b, -1, n, d)
-        img_x = attention(q, k_img, v_img, k_lens=None, attention_mode=self.attention_mode)
-        # compute attention
-        x = attention(q, k, v, k_lens=context_lens, attention_mode=self.attention_mode)
-
-        # output
-        x = x.flatten(2)
-        img_x = img_x.flatten(2)
-        x = x + img_x
-        x = self.o(x)
-        return x
-
-
-WAN_CROSSATTENTION_CLASSES = {
-    't2v_cross_attn': WanT2VCrossAttention,
-    'i2v_cross_attn': WanI2VCrossAttention,
-}
-
-
-class WanAttentionBlock(nn.Module):
-
-    def __init__(self,
-                 cross_attn_type,
-                 dim,
-                 ffn_dim,
-                 num_heads,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 cross_attn_norm=False,
-                 eps=1e-6,
-                 attention_mode='sdpa'):
-        super().__init__()
-        self.dim = dim
-        self.ffn_dim = ffn_dim
-        self.num_heads = num_heads
-        self.window_size = window_size
-        self.qk_norm = qk_norm
-        self.cross_attn_norm = cross_attn_norm
-        self.eps = eps
-        self.attention_mode = attention_mode
-
-        # layers
-        self.norm1 = WanLayerNorm(dim, eps)
-        self.self_attn = WanSelfAttention(dim, num_heads, window_size, qk_norm,
-                                          eps, self.attention_mode)
-        self.norm3 = WanLayerNorm(
-            dim, eps,
-            elementwise_affine=True) if cross_attn_norm else nn.Identity()
-        self.cross_attn = WAN_CROSSATTENTION_CLASSES[cross_attn_type](dim,
-                                                                      num_heads,
-                                                                      (-1, -1),
-                                                                      qk_norm,
-                                                                      eps,#attention_mode=attention_mode sageattn doesn't seem faster here
-                                                                      )
-        self.norm2 = WanLayerNorm(dim, eps)
-        self.ffn = nn.Sequential(
-            nn.Linear(dim, ffn_dim), nn.GELU(approximate='tanh'),
-            nn.Linear(ffn_dim, dim))
-
-        # modulation
-        self.modulation = nn.Parameter(torch.randn(1, 6, dim) / dim**0.5)
-
-    def forward(
-        self,
-        x,
-        e,
-        seq_lens,
-        grid_sizes,
-        freqs,
-        context,
-        context_lens,
-    ):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L, C]
-            e(Tensor): Shape [B, 6, C]
-            seq_lens(Tensor): Shape [B], length of each sequence in batch
-            grid_sizes(Tensor): Shape [B, 3], the second dimension contains (F, H, W)
-            freqs(Tensor): Rope freqs, shape [1024, C / num_heads / 2]
-        """
-        assert e.dtype == torch.float32
-        e = (self.modulation.to(torch.float32).to(e.device) + e.to(torch.float32)).chunk(6, dim=1)
-        assert e[0].dtype == torch.float32
-
-        # self-attention
-        y = self.self_attn(
-            self.norm1(x).float() * (1 + e[1]) + e[0], seq_lens, grid_sizes,
-            freqs)
-        x = x.to(torch.float32) + (y.to(torch.float32) * e[2].to(torch.float32))
-
-        # cross-attention & ffn function
-        def cross_attn_ffn(x, context, context_lens, e):
-            x = x + self.cross_attn(self.norm3(x), context, context_lens)
-            y = self.ffn(self.norm2(x).float() * (1 + e[4]) + e[3])
-            x = x.to(torch.float32) + (y.to(torch.float32) * e[5].to(torch.float32))
-            return x
-
-        x = cross_attn_ffn(x, context, context_lens, e)
-        return x
-
-
-class Head(nn.Module):
-
-    def __init__(self, dim, out_dim, patch_size, eps=1e-6):
-        super().__init__()
-        self.dim = dim
-        self.out_dim = out_dim
-        self.patch_size = patch_size
-        self.eps = eps
-
-        # layers
-        out_dim = math.prod(patch_size) * out_dim
-        self.norm = WanLayerNorm(dim, eps)
-        self.head = nn.Linear(dim, out_dim)
-
-        # modulation
-        self.modulation = nn.Parameter(torch.randn(1, 2, dim) / dim**0.5)
-
-    def forward(self, x, e):
-        r"""
-        Args:
-            x(Tensor): Shape [B, L1, C]
-            e(Tensor): Shape [B, C]
-        """
-        assert e.dtype == torch.float32
-        e_unsqueezed = e.unsqueeze(1).to(torch.float32)
-        e = (self.modulation.to(torch.float32).to(e.device) + e_unsqueezed).chunk(2, dim=1)
-        normed = self.norm(x).to(torch.float32)
-        x = self.head(normed * (1 + e[1].to(torch.float32)) + e[0].to(torch.float32))
-        return x
-
-
-class MLPProj(torch.nn.Module):
-
-    def __init__(self, in_dim, out_dim):
-        super().__init__()
-
-        self.proj = torch.nn.Sequential(
-            torch.nn.LayerNorm(in_dim), torch.nn.Linear(in_dim, in_dim),
-            torch.nn.GELU(), torch.nn.Linear(in_dim, out_dim),
-            torch.nn.LayerNorm(out_dim))
-
-    def forward(self, image_embeds):
-        clip_extra_context_tokens = self.proj(image_embeds)
-        return clip_extra_context_tokens
-
-
-class WanModel(ModelMixin, ConfigMixin):
-    r"""
-    Wan diffusion backbone supporting both text-to-video and image-to-video.
-    """
-
-    ignore_for_config = [
-        'patch_size', 'cross_attn_norm', 'qk_norm', 'text_dim', 'window_size'
-    ]
-    _no_split_modules = ['WanAttentionBlock']
-
-    @register_to_config
-    def __init__(self,
-                 model_type='t2v',
-                 patch_size=(1, 2, 2),
-                 text_len=512,
-                 in_dim=16,
-                 dim=2048,
-                 ffn_dim=8192,
-                 freq_dim=256,
-                 text_dim=4096,
-                 out_dim=16,
-                 num_heads=16,
-                 num_layers=32,
-                 window_size=(-1, -1),
-                 qk_norm=True,
-                 cross_attn_norm=True,
-                 eps=1e-6,
-                 attention_mode='sdpa',
-                 main_device=torch.device('cuda'),
-                 offload_device=torch.device('cpu'),
-                 teacache_coefficients=[],):
-        r"""
-        Initialize the diffusion model backbone.
-
-        Args:
-            model_type (`str`, *optional*, defaults to 't2v'):
-                Model variant - 't2v' (text-to-video) or 'i2v' (image-to-video)
-            patch_size (`tuple`, *optional*, defaults to (1, 2, 2)):
-                3D patch dimensions for video embedding (t_patch, h_patch, w_patch)
-            text_len (`int`, *optional*, defaults to 512):
-                Fixed length for text embeddings
-            in_dim (`int`, *optional*, defaults to 16):
-                Input video channels (C_in)
-            dim (`int`, *optional*, defaults to 2048):
-                Hidden dimension of the transformer
-            ffn_dim (`int`, *optional*, defaults to 8192):
-                Intermediate dimension in feed-forward network
-            freq_dim (`int`, *optional*, defaults to 256):
-                Dimension for sinusoidal time embeddings
-            text_dim (`int`, *optional*, defaults to 4096):
-                Input dimension for text embeddings
-            out_dim (`int`, *optional*, defaults to 16):
-                Output video channels (C_out)
-            num_heads (`int`, *optional*, defaults to 16):
-                Number of attention heads
-            num_layers (`int`, *optional*, defaults to 32):
-                Number of transformer blocks
-            window_size (`tuple`, *optional*, defaults to (-1, -1)):
-                Window size for local attention (-1 indicates global attention)
-            qk_norm (`bool`, *optional*, defaults to True):
-                Enable query/key normalization
-            cross_attn_norm (`bool`, *optional*, defaults to False):
-                Enable cross-attention normalization
-            eps (`float`, *optional*, defaults to 1e-6):
-                Epsilon value for normalization layers
-        """
-
-        super().__init__()
-
-        assert model_type in ['t2v', 'i2v']
-        self.model_type = model_type
-
-        self.patch_size = patch_size
-        self.text_len = text_len
-        self.in_dim = in_dim
-        self.dim = dim
-        self.ffn_dim = ffn_dim
-        self.freq_dim = freq_dim
-        self.text_dim = text_dim
-        self.out_dim = out_dim
-        self.num_heads = num_heads
-        self.num_layers = num_layers
-        self.window_size = window_size
-        self.qk_norm = qk_norm
-        self.cross_attn_norm = cross_attn_norm
-        self.eps = eps
-        self.attention_mode = attention_mode
-        self.main_device = main_device
-        self.offload_device = offload_device
-
-        self.blocks_to_swap = -1
-        self.offload_txt_emb = False
-        self.offload_img_emb = False
-
-        #init TeaCache variables
-        self.enable_teacache = False
-        self.rel_l1_thresh = 0.15
-        self.teacache_start_step= 0
-        self.teacache_end_step = -1
-        self.teacache_cache_device = main_device
-        self.teacache_state = TeaCacheState()
-        self.teacache_coefficients = teacache_coefficients
-        self.teacache_use_coefficients = False
-
-
-        self.slg_blocks = None
-        self.slg_start_percent = 0.0
-        self.slg_end_percent = 1.0
-        # self.l1_history_x = []
-        # self.l1_history_temb = []
-        # self.l1_history_rescaled = []
-
-        # embeddings
-        self.patch_embedding = nn.Conv3d(
-            in_dim, dim, kernel_size=patch_size, stride=patch_size)
-        self.text_embedding = nn.Sequential(
-            nn.Linear(text_dim, dim), nn.GELU(approximate='tanh'),
-            nn.Linear(dim, dim))
-
-        self.time_embedding = nn.Sequential(
-            nn.Linear(freq_dim, dim), nn.SiLU(), nn.Linear(dim, dim))
-        self.time_projection = nn.Sequential(nn.SiLU(), nn.Linear(dim, dim * 6))
-
-        # blocks
-        cross_attn_type = 't2v_cross_attn' if model_type == 't2v' else 'i2v_cross_attn'
-        self.blocks = nn.ModuleList([
-            WanAttentionBlock(cross_attn_type, dim, ffn_dim, num_heads,
-                              window_size, qk_norm, cross_attn_norm, eps,
-                              attention_mode=self.attention_mode)
-            for _ in range(num_layers)
-        ])
-
-        # head
-        self.head = Head(dim, out_dim, patch_size, eps)
-
-        # buffers (don't use register_buffer otherwise dtype will be changed in to())
-        assert (dim % num_heads) == 0 and (dim // num_heads) % 2 == 0
-        
-
-        if model_type == 'i2v':
-            self.img_emb = MLPProj(1280, dim)
-
-        # initialize weights
-        #self.init_weights()
-
-    def block_swap(self, blocks_to_swap, offload_txt_emb=False, offload_img_emb=False):
-        print(f"Swapping {blocks_to_swap + 1} transformer blocks")
-        self.blocks_to_swap = blocks_to_swap
-        self.offload_img_emb = offload_img_emb
-        self.offload_txt_emb = offload_txt_emb
-
-        total_offload_memory = 0
-        total_main_memory = 0
-       
-        for b, block in tqdm(enumerate(self.blocks), total=len(self.blocks), desc="Initializing block swap"):
-            block_memory = get_module_memory_mb(block)
-            
-            if b > self.blocks_to_swap:
-                block.to(self.main_device)
-                total_main_memory += block_memory
-            else:
-                block.to(self.offload_device)
-                total_offload_memory += block_memory
-
-        mm.soft_empty_cache()
-        gc.collect()
-                
-            #print(f"Block {b}: {block_memory:.2f}MB on {block.parameters().__next__().device}")
-        log.info("----------------------")
-        log.info(f"Block swap memory summary:")
-        log.info(f"Transformer blocks on {self.offload_device}: {total_offload_memory:.2f}MB")
-        log.info(f"Transformer blocks on {self.main_device}: {total_main_memory:.2f}MB")
-        log.info(f"Total memory used by transformer blocks: {(total_offload_memory + total_main_memory):.2f}MB")
-        log.info("----------------------")
-
-    def forward(
-        self,
-        x,
-        t,
-        context,
-        seq_len,
-        is_uncond=False,
-        current_step_percentage=0.0,
-        clip_fea=None,
-        y=None,
-        device=torch.device('cuda'),
-        freqs=None,
-        current_step=0,
-        pred_id=None
-    ):
-        r"""
-        Forward pass through the diffusion model
-
-        Args:
-            x (List[Tensor]):
-                List of input video tensors, each with shape [C_in, F, H, W]
-            t (Tensor):
-                Diffusion timesteps tensor of shape [B]
-            context (List[Tensor]):
-                List of text embeddings each with shape [L, C]
-            seq_len (`int`):
-                Maximum sequence length for positional encoding
-            clip_fea (Tensor, *optional*):
-                CLIP image features for image-to-video mode
-            y (List[Tensor], *optional*):
-                Conditional video inputs for image-to-video mode, same shape as x
-
-        Returns:
-            List[Tensor]:
-                List of denoised video tensors with original input shapes [C_out, F, H / 8, W / 8]
-        """        
-        if self.model_type == 'i2v':
-            assert clip_fea is not None and y is not None
-        # params
-        #device = self.patch_embedding.weight.device
-        if freqs.device != device:
-            freqs = freqs.to(device)
-            
-        if y is not None:
-            #torch.Size([20, 17, 58, 104]) torch.Size([16, 17, 58, 104])
-            #c ,t,h,w
-            x = torch.cat([x, y], dim=0)
-
-        # embeddings
-        x = [self.patch_embedding(x.unsqueeze(0))]
-        grid_sizes = torch.stack(
-            [torch.tensor(u.shape[2:], dtype=torch.long) for u in x])
-        x = [u.flatten(2).transpose(1, 2) for u in x]
-        seq_lens = torch.tensor([u.size(1) for u in x], dtype=torch.long)
-        assert seq_lens.max() <= seq_len
-        x = torch.cat([
-            torch.cat([u, u.new_zeros(1, seq_len - u.size(1), u.size(2))],
-                      dim=1) for u in x
-        ])
-
-        # time embeddings
-        with torch.autocast(device_type='cuda', dtype=torch.float32):
-            e = self.time_embedding(
-                sinusoidal_embedding_1d(self.freq_dim, t).float())
-            e0 = self.time_projection(e).unflatten(1, (6, self.dim))
-            assert e.dtype == torch.float32 and e0.dtype == torch.float32
-
-        # context
-        context_lens = None
-        if self.offload_txt_emb:
-            self.text_embedding.to(self.main_device)
-        context = self.text_embedding(
-            torch.stack([
-                torch.cat(
-                    [u, u.new_zeros(self.text_len - u.size(0), u.size(1))])
-                for u in context
-            ]))
-        if self.offload_txt_emb:
-            self.text_embedding.to(self.offload_device, non_blocking=True)
-
-        if clip_fea is not None:
-            if self.offload_img_emb:
-                self.img_emb.to(self.main_device)
-            context_clip = self.img_emb(clip_fea)  # bs x 257 x dim
-            context = torch.concat([context_clip, context], dim=1)
-            if self.offload_img_emb:
-                self.img_emb.to(self.offload_device, non_blocking=True)
-
-        should_calc = True
-        accumulated_rel_l1_distance = torch.tensor(0.0, dtype=torch.float32, device=device)
-        if self.enable_teacache and self.teacache_start_step <= current_step <= self.teacache_end_step:
-            if pred_id is None:
-                pred_id = self.teacache_state.new_prediction()
-                #log.info(current_step)
-                #log.info(f"TeaCache: Initializing TeaCache variables for model pred: {pred_id}")
-                should_calc = True                
-            else:
-                previous_modulated_input = self.teacache_state.get(pred_id)['previous_modulated_input']
-                previous_modulated_input = previous_modulated_input.to(device)
-                previous_residual = self.teacache_state.get(pred_id)['previous_residual']
-                accumulated_rel_l1_distance = self.teacache_state.get(pred_id)['accumulated_rel_l1_distance']
-
-                if self.teacache_use_coefficients:
-                    rescale_func = np.poly1d(self.teacache_coefficients)
-                    accumulated_rel_l1_distance += rescale_func(((e-previous_modulated_input).abs().mean() / previous_modulated_input.abs().mean()).cpu().item())
-                else:
-                    temb_relative_l1 = relative_l1_distance(previous_modulated_input, e0)
-                    accumulated_rel_l1_distance = accumulated_rel_l1_distance.to(e0.device) + temb_relative_l1
-
-                #print("accumulated_rel_l1_distance", accumulated_rel_l1_distance)
-
-                if accumulated_rel_l1_distance < self.rel_l1_thresh:
-                    should_calc = False
-                else:
-                    should_calc = True
-                    accumulated_rel_l1_distance = torch.tensor(0.0, dtype=torch.float32, device=device)
-
-            previous_modulated_input = e.clone() if self.teacache_use_coefficients else e0.clone()
-            if not should_calc:
-                x += previous_residual.to(x.device)
-                #log.info(f"TeaCache: Skipping uncond step {current_step+1}")
-                self.teacache_state.update(
-                    pred_id,
-                    accumulated_rel_l1_distance=accumulated_rel_l1_distance,
-                    skipped_steps=self.teacache_state.get(pred_id)['skipped_steps'] + 1,
-                )
-
-        if not self.enable_teacache or (self.enable_teacache and should_calc):
-            if self.enable_teacache:
-                original_x = x.clone()
-            # arguments
-            kwargs = dict(
-                e=e0,
-                seq_lens=seq_lens,
-                grid_sizes=grid_sizes,
-                freqs=freqs,
-                context=context,
-                context_lens=context_lens)
-
-            for b, block in enumerate(self.blocks):
-                if self.slg_blocks is not None:
-                    if b in self.slg_blocks and is_uncond:
-                        if self.slg_start_percent <= current_step_percentage <= self.slg_end_percent:
-                            continue
-                if b <= self.blocks_to_swap and self.blocks_to_swap >= 0:
-                    block.to(self.main_device)
-                x = block(x, **kwargs)
-                if b <= self.blocks_to_swap and self.blocks_to_swap >= 0:
-                    block.to(self.offload_device, non_blocking=True)
-
-            if self.enable_teacache and pred_id is not None:
-                self.teacache_state.update(
-                    pred_id,
-                    previous_residual=(x - original_x),
-                    accumulated_rel_l1_distance=accumulated_rel_l1_distance,
-                    previous_modulated_input=previous_modulated_input
-                )
-                #self.teacache_state.report()
-
-        # head
-        x = self.head(x, e)
-        # unpatchify
-        x = self.unpatchify(x, grid_sizes)
-        return x, pred_id
-
-    def unpatchify(self, x, grid_sizes):
-        r"""
-        Reconstruct video tensors from patch embeddings.
-
-        Args:
-            x (List[Tensor]):
-                List of patchified features, each with shape [L, C_out * prod(patch_size)]
-            grid_sizes (Tensor):
-                Original spatial-temporal grid dimensions before patching,
-                    shape [B, 3] (3 dimensions correspond to F_patches, H_patches, W_patches)
-
-        Returns:
-            List[Tensor]:
-                Reconstructed video tensors with shape [C_out, F, H / 8, W / 8]
-        """
-
-        c = self.out_dim
-        for v in grid_sizes.tolist():
-            x = x[:math.prod(v)].view(*v, *self.patch_size, c)
-            x = torch.einsum('fhwpqrc->cfphqwr', x)
-            x = x.reshape(c, *[i * j for i, j in zip(v, self.patch_size)])
-        return x
-
-class TeaCacheState:
-    def __init__(self, cache_device='cpu'):
-        self.cache_device = cache_device
-        self.states = {}
-        self._next_pred_id = 0
-    
-    def new_prediction(self):
-        """Create new prediction state and return its ID"""
-        pred_id = self._next_pred_id
-        self._next_pred_id += 1
-        self.states[pred_id] = {
-            'previous_residual': None,
-            'accumulated_rel_l1_distance': 0,
-            'previous_modulated_input': None,
-            'skipped_steps': 0
-        }
-        return pred_id
-    
-    def update(self, pred_id, **kwargs):
-        """Update state for specific prediction"""
-        if pred_id not in self.states:
-            return None
-        for key, value in kwargs.items():
-            if isinstance(value, torch.Tensor):
-                value = value.to(self.cache_device)
-            self.states[pred_id][key] = value
-    
-    def get(self, pred_id):
-        return self.states.get(pred_id, {})
-
-    def report(self):
-        for pred_id in self.states:
-            log.info(f"Prediction {pred_id}: {self.states[pred_id]}")
-    
-    def clear_prediction(self, pred_id):
-        if pred_id in self.states:
-            del self.states[pred_id]
-    
-    def clear_all(self):
-        self.states.clear()
-        self._next_pred_id = 0
-
-def relative_l1_distance(last_tensor, current_tensor):
-    l1_distance = torch.abs(last_tensor.to(current_tensor.device) - current_tensor).mean()
-    norm = torch.abs(last_tensor).mean()
-    relative_l1_distance = l1_distance / norm
-    return relative_l1_distance.to(torch.float32).to(current_tensor.device)
-
-def normalize_values(values):
-    min_val = min(values)
-    max_val = max(values)
-    if max_val == min_val:
-        return [0.0] * len(values)
-    return [(x - min_val) / (max_val - min_val) for x in values]
-
-def rescale_differences(input_diffs, output_diffs):
-    """Polynomial fitting between input and output differences"""
-    poly_degree = 4
-    if len(input_diffs) < 2:
-        return input_diffs
-    
-    x = np.array([x.item() for x in input_diffs])
-    y = np.array([y.item() for y in output_diffs])
-    print("x ", x)
-    print("y ", y)
-    
-    # Fit polynomial
-    coeffs = np.polyfit(x, y, poly_degree)
-    
-    # Apply polynomial transformation
-    return np.polyval(coeffs, x)
\ No newline at end of file
diff --git a/wanvideo/modules/t5.py b/wanvideo/modules/t5.py
deleted file mode 100644
index 9fc7f67..0000000
--- a/wanvideo/modules/t5.py
+++ /dev/null
@@ -1,519 +0,0 @@
-# Modified from transformers.models.t5.modeling_t5
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import logging
-import math
-
-import torch
-import torch.nn as nn
-import torch.nn.functional as F
-
-from .tokenizers import HuggingfaceTokenizer
-
-__all__ = [
-    'T5Model',
-    'T5Encoder',
-    'T5Decoder',
-    'T5EncoderModel',
-]
-
-from accelerate import init_empty_weights
-from accelerate.utils import set_module_tensor_to_device
-
-def fp16_clamp(x):
-    if x.dtype == torch.float16 and torch.isinf(x).any():
-        clamp = torch.finfo(x.dtype).max - 1000
-        x = torch.clamp(x, min=-clamp, max=clamp)
-    return x
-
-
-def init_weights(m):
-    if isinstance(m, T5LayerNorm):
-        nn.init.ones_(m.weight)
-    elif isinstance(m, T5Model):
-        nn.init.normal_(m.token_embedding.weight, std=1.0)
-    elif isinstance(m, T5FeedForward):
-        nn.init.normal_(m.gate[0].weight, std=m.dim**-0.5)
-        nn.init.normal_(m.fc1.weight, std=m.dim**-0.5)
-        nn.init.normal_(m.fc2.weight, std=m.dim_ffn**-0.5)
-    elif isinstance(m, T5Attention):
-        nn.init.normal_(m.q.weight, std=(m.dim * m.dim_attn)**-0.5)
-        nn.init.normal_(m.k.weight, std=m.dim**-0.5)
-        nn.init.normal_(m.v.weight, std=m.dim**-0.5)
-        nn.init.normal_(m.o.weight, std=(m.num_heads * m.dim_attn)**-0.5)
-    elif isinstance(m, T5RelativeEmbedding):
-        nn.init.normal_(
-            m.embedding.weight, std=(2 * m.num_buckets * m.num_heads)**-0.5)
-
-
-class GELU(nn.Module):
-
-    def forward(self, x):
-        return 0.5 * x * (1.0 + torch.tanh(
-            math.sqrt(2.0 / math.pi) * (x + 0.044715 * torch.pow(x, 3.0))))
-
-
-class T5LayerNorm(nn.Module):
-
-    def __init__(self, dim, eps=1e-6):
-        super(T5LayerNorm, self).__init__()
-        self.dim = dim
-        self.eps = eps
-        self.weight = nn.Parameter(torch.ones(dim))
-
-    def forward(self, x):
-        x = x * torch.rsqrt(x.float().pow(2).mean(dim=-1, keepdim=True) +
-                            self.eps)
-        if self.weight.dtype in [torch.float16, torch.bfloat16]:
-            x = x.type_as(self.weight)
-        return self.weight * x
-
-
-class T5Attention(nn.Module):
-
-    def __init__(self, dim, dim_attn, num_heads, dropout=0.1):
-        assert dim_attn % num_heads == 0
-        super(T5Attention, self).__init__()
-        self.dim = dim
-        self.dim_attn = dim_attn
-        self.num_heads = num_heads
-        self.head_dim = dim_attn // num_heads
-
-        # layers
-        self.q = nn.Linear(dim, dim_attn, bias=False)
-        self.k = nn.Linear(dim, dim_attn, bias=False)
-        self.v = nn.Linear(dim, dim_attn, bias=False)
-        self.o = nn.Linear(dim_attn, dim, bias=False)
-        self.dropout = nn.Dropout(dropout)
-
-    def forward(self, x, context=None, mask=None, pos_bias=None):
-        """
-        x:          [B, L1, C].
-        context:    [B, L2, C] or None.
-        mask:       [B, L2] or [B, L1, L2] or None.
-        """
-        # check inputs
-        context = x if context is None else context
-        b, n, c = x.size(0), self.num_heads, self.head_dim
-
-        # compute query, key, value
-        q = self.q(x).view(b, -1, n, c)
-        k = self.k(context).view(b, -1, n, c)
-        v = self.v(context).view(b, -1, n, c)
-
-        # attention bias
-        attn_bias = x.new_zeros(b, n, q.size(1), k.size(1))
-        if pos_bias is not None:
-            attn_bias += pos_bias
-        if mask is not None:
-            assert mask.ndim in [2, 3]
-            mask = mask.view(b, 1, 1,
-                             -1) if mask.ndim == 2 else mask.unsqueeze(1)
-            attn_bias.masked_fill_(mask == 0, torch.finfo(x.dtype).min)
-
-        # compute attention (T5 does not use scaling)
-        attn = torch.einsum('binc,bjnc->bnij', q, k) + attn_bias
-        attn = F.softmax(attn.float(), dim=-1).type_as(attn)
-        x = torch.einsum('bnij,bjnc->binc', attn, v)
-
-        # output
-        x = x.reshape(b, -1, n * c)
-        x = self.o(x)
-        x = self.dropout(x)
-        return x
-
-
-class T5FeedForward(nn.Module):
-
-    def __init__(self, dim, dim_ffn, dropout=0.1):
-        super(T5FeedForward, self).__init__()
-        self.dim = dim
-        self.dim_ffn = dim_ffn
-
-        # layers
-        self.gate = nn.Sequential(nn.Linear(dim, dim_ffn, bias=False), GELU())
-        self.fc1 = nn.Linear(dim, dim_ffn, bias=False)
-        self.fc2 = nn.Linear(dim_ffn, dim, bias=False)
-        self.dropout = nn.Dropout(dropout)
-
-    def forward(self, x):
-        x = self.fc1(x) * self.gate(x)
-        x = self.dropout(x)
-        x = self.fc2(x)
-        x = self.dropout(x)
-        return x
-
-
-class T5SelfAttention(nn.Module):
-
-    def __init__(self,
-                 dim,
-                 dim_attn,
-                 dim_ffn,
-                 num_heads,
-                 num_buckets,
-                 shared_pos=True,
-                 dropout=0.1):
-        super(T5SelfAttention, self).__init__()
-        self.dim = dim
-        self.dim_attn = dim_attn
-        self.dim_ffn = dim_ffn
-        self.num_heads = num_heads
-        self.num_buckets = num_buckets
-        self.shared_pos = shared_pos
-
-        # layers
-        self.norm1 = T5LayerNorm(dim)
-        self.attn = T5Attention(dim, dim_attn, num_heads, dropout)
-        self.norm2 = T5LayerNorm(dim)
-        self.ffn = T5FeedForward(dim, dim_ffn, dropout)
-        self.pos_embedding = None if shared_pos else T5RelativeEmbedding(
-            num_buckets, num_heads, bidirectional=True)
-
-    def forward(self, x, mask=None, pos_bias=None):
-        e = pos_bias if self.shared_pos else self.pos_embedding(
-            x.size(1), x.size(1))
-        x = fp16_clamp(x + self.attn(self.norm1(x), mask=mask, pos_bias=e))
-        x = fp16_clamp(x + self.ffn(self.norm2(x)))
-        return x
-
-
-class T5CrossAttention(nn.Module):
-
-    def __init__(self,
-                 dim,
-                 dim_attn,
-                 dim_ffn,
-                 num_heads,
-                 num_buckets,
-                 shared_pos=True,
-                 dropout=0.1):
-        super(T5CrossAttention, self).__init__()
-        self.dim = dim
-        self.dim_attn = dim_attn
-        self.dim_ffn = dim_ffn
-        self.num_heads = num_heads
-        self.num_buckets = num_buckets
-        self.shared_pos = shared_pos
-
-        # layers
-        self.norm1 = T5LayerNorm(dim)
-        self.self_attn = T5Attention(dim, dim_attn, num_heads, dropout)
-        self.norm2 = T5LayerNorm(dim)
-        self.cross_attn = T5Attention(dim, dim_attn, num_heads, dropout)
-        self.norm3 = T5LayerNorm(dim)
-        self.ffn = T5FeedForward(dim, dim_ffn, dropout)
-        self.pos_embedding = None if shared_pos else T5RelativeEmbedding(
-            num_buckets, num_heads, bidirectional=False)
-
-    def forward(self,
-                x,
-                mask=None,
-                encoder_states=None,
-                encoder_mask=None,
-                pos_bias=None):
-        e = pos_bias if self.shared_pos else self.pos_embedding(
-            x.size(1), x.size(1))
-        x = fp16_clamp(x + self.self_attn(self.norm1(x), mask=mask, pos_bias=e))
-        x = fp16_clamp(x + self.cross_attn(
-            self.norm2(x), context=encoder_states, mask=encoder_mask))
-        x = fp16_clamp(x + self.ffn(self.norm3(x)))
-        return x
-
-
-class T5RelativeEmbedding(nn.Module):
-
-    def __init__(self, num_buckets, num_heads, bidirectional, max_dist=128):
-        super(T5RelativeEmbedding, self).__init__()
-        self.num_buckets = num_buckets
-        self.num_heads = num_heads
-        self.bidirectional = bidirectional
-        self.max_dist = max_dist
-
-        # layers
-        self.embedding = nn.Embedding(num_buckets, num_heads)
-
-    def forward(self, lq, lk):
-        device = self.embedding.weight.device
-        # rel_pos = torch.arange(lk).unsqueeze(0).to(device) - \
-        #     torch.arange(lq).unsqueeze(1).to(device)
-        rel_pos = torch.arange(lk, device=device).unsqueeze(0) - \
-            torch.arange(lq, device=device).unsqueeze(1)
-        rel_pos = self._relative_position_bucket(rel_pos)
-        rel_pos_embeds = self.embedding(rel_pos)
-        rel_pos_embeds = rel_pos_embeds.permute(2, 0, 1).unsqueeze(
-            0)  # [1, N, Lq, Lk]
-        return rel_pos_embeds.contiguous()
-
-    def _relative_position_bucket(self, rel_pos):
-        # preprocess
-        if self.bidirectional:
-            num_buckets = self.num_buckets // 2
-            rel_buckets = (rel_pos > 0).long() * num_buckets
-            rel_pos = torch.abs(rel_pos)
-        else:
-            num_buckets = self.num_buckets
-            rel_buckets = 0
-            rel_pos = -torch.min(rel_pos, torch.zeros_like(rel_pos))
-
-        # embeddings for small and large positions
-        max_exact = num_buckets // 2
-        rel_pos_large = max_exact + (torch.log(rel_pos.float() / max_exact) /
-                                     math.log(self.max_dist / max_exact) *
-                                     (num_buckets - max_exact)).long()
-        rel_pos_large = torch.min(
-            rel_pos_large, torch.full_like(rel_pos_large, num_buckets - 1))
-        rel_buckets += torch.where(rel_pos < max_exact, rel_pos, rel_pos_large)
-        return rel_buckets
-
-
-class T5Encoder(nn.Module):
-
-    def __init__(self,
-                 vocab,
-                 dim,
-                 dim_attn,
-                 dim_ffn,
-                 num_heads,
-                 num_layers,
-                 num_buckets,
-                 shared_pos=True,
-                 dropout=0.1):
-        super(T5Encoder, self).__init__()
-        self.dim = dim
-        self.dim_attn = dim_attn
-        self.dim_ffn = dim_ffn
-        self.num_heads = num_heads
-        self.num_layers = num_layers
-        self.num_buckets = num_buckets
-        self.shared_pos = shared_pos
-
-        # layers
-        self.token_embedding = vocab if isinstance(vocab, nn.Embedding) \
-            else nn.Embedding(vocab, dim)
-        self.pos_embedding = T5RelativeEmbedding(
-            num_buckets, num_heads, bidirectional=True) if shared_pos else None
-        self.dropout = nn.Dropout(dropout)
-        self.blocks = nn.ModuleList([
-            T5SelfAttention(dim, dim_attn, dim_ffn, num_heads, num_buckets,
-                            shared_pos, dropout) for _ in range(num_layers)
-        ])
-        self.norm = T5LayerNorm(dim)
-
-        # initialize weights
-        self.apply(init_weights)
-
-    def forward(self, ids, mask=None):
-        x = self.token_embedding(ids)
-        x = self.dropout(x)
-        e = self.pos_embedding(x.size(1),
-                               x.size(1)) if self.shared_pos else None
-        for block in self.blocks:
-            x = block(x, mask, pos_bias=e)
-        x = self.norm(x)
-        x = self.dropout(x)
-        return x
-
-
-class T5Decoder(nn.Module):
-
-    def __init__(self,
-                 vocab,
-                 dim,
-                 dim_attn,
-                 dim_ffn,
-                 num_heads,
-                 num_layers,
-                 num_buckets,
-                 shared_pos=True,
-                 dropout=0.1):
-        super(T5Decoder, self).__init__()
-        self.dim = dim
-        self.dim_attn = dim_attn
-        self.dim_ffn = dim_ffn
-        self.num_heads = num_heads
-        self.num_layers = num_layers
-        self.num_buckets = num_buckets
-        self.shared_pos = shared_pos
-
-        # layers
-        self.token_embedding = vocab if isinstance(vocab, nn.Embedding) \
-            else nn.Embedding(vocab, dim)
-        self.pos_embedding = T5RelativeEmbedding(
-            num_buckets, num_heads, bidirectional=False) if shared_pos else None
-        self.dropout = nn.Dropout(dropout)
-        self.blocks = nn.ModuleList([
-            T5CrossAttention(dim, dim_attn, dim_ffn, num_heads, num_buckets,
-                             shared_pos, dropout) for _ in range(num_layers)
-        ])
-        self.norm = T5LayerNorm(dim)
-
-        # initialize weights
-        self.apply(init_weights)
-
-    def forward(self, ids, mask=None, encoder_states=None, encoder_mask=None):
-        b, s = ids.size()
-
-        # causal mask
-        if mask is None:
-            mask = torch.tril(torch.ones(1, s, s).to(ids.device))
-        elif mask.ndim == 2:
-            mask = torch.tril(mask.unsqueeze(1).expand(-1, s, -1))
-
-        # layers
-        x = self.token_embedding(ids)
-        x = self.dropout(x)
-        e = self.pos_embedding(x.size(1),
-                               x.size(1)) if self.shared_pos else None
-        for block in self.blocks:
-            x = block(x, mask, encoder_states, encoder_mask, pos_bias=e)
-        x = self.norm(x)
-        x = self.dropout(x)
-        return x
-
-
-class T5Model(nn.Module):
-
-    def __init__(self,
-                 vocab_size,
-                 dim,
-                 dim_attn,
-                 dim_ffn,
-                 num_heads,
-                 encoder_layers,
-                 decoder_layers,
-                 num_buckets,
-                 shared_pos=True,
-                 dropout=0.1):
-        super(T5Model, self).__init__()
-        self.vocab_size = vocab_size
-        self.dim = dim
-        self.dim_attn = dim_attn
-        self.dim_ffn = dim_ffn
-        self.num_heads = num_heads
-        self.encoder_layers = encoder_layers
-        self.decoder_layers = decoder_layers
-        self.num_buckets = num_buckets
-
-        # layers
-        self.token_embedding = nn.Embedding(vocab_size, dim)
-        self.encoder = T5Encoder(self.token_embedding, dim, dim_attn, dim_ffn,
-                                 num_heads, encoder_layers, num_buckets,
-                                 shared_pos, dropout)
-        self.decoder = T5Decoder(self.token_embedding, dim, dim_attn, dim_ffn,
-                                 num_heads, decoder_layers, num_buckets,
-                                 shared_pos, dropout)
-        self.head = nn.Linear(dim, vocab_size, bias=False)
-
-        # initialize weights
-        self.apply(init_weights)
-
-    def forward(self, encoder_ids, encoder_mask, decoder_ids, decoder_mask):
-        x = self.encoder(encoder_ids, encoder_mask)
-        x = self.decoder(decoder_ids, decoder_mask, x, encoder_mask)
-        x = self.head(x)
-        return x
-
-
-def _t5(name,
-        encoder_only=False,
-        decoder_only=False,
-        return_tokenizer=False,
-        tokenizer_kwargs={},
-        dtype=torch.float32,
-        device='cpu',
-        **kwargs):
-    # sanity check
-    assert not (encoder_only and decoder_only)
-
-    # params
-    if encoder_only:
-        model_cls = T5Encoder
-        kwargs['vocab'] = kwargs.pop('vocab_size')
-        kwargs['num_layers'] = kwargs.pop('encoder_layers')
-        _ = kwargs.pop('decoder_layers')
-    elif decoder_only:
-        model_cls = T5Decoder
-        kwargs['vocab'] = kwargs.pop('vocab_size')
-        kwargs['num_layers'] = kwargs.pop('decoder_layers')
-        _ = kwargs.pop('encoder_layers')
-    else:
-        model_cls = T5Model
-
-    # init model
-    with torch.device(device):
-        model = model_cls(**kwargs)
-
-    # set device
-    #model = model.to(dtype=dtype, device=device)
-
-    # init tokenizer
-    if return_tokenizer:
-        from .tokenizers import HuggingfaceTokenizer
-        tokenizer = HuggingfaceTokenizer(f'google/{name}', **tokenizer_kwargs)
-        return model, tokenizer
-    else:
-        return model
-
-
-def umt5_xxl(**kwargs):
-    cfg = dict(
-        vocab_size=256384,
-        dim=4096,
-        dim_attn=4096,
-        dim_ffn=10240,
-        num_heads=64,
-        encoder_layers=24,
-        decoder_layers=24,
-        num_buckets=32,
-        shared_pos=False,
-        dropout=0.1)
-    cfg.update(**kwargs)
-    return _t5('umt5-xxl', **cfg)
-
-
-class T5EncoderModel:
-
-    def __init__(
-        self,
-        text_len,
-        dtype=torch.bfloat16,
-        device=torch.device('cuda'),
-        state_dict=None,
-        tokenizer_path=None,
-        quantization="disabled",
-    ):
-        self.text_len = text_len
-        self.dtype = dtype
-        self.device = device
-        self.tokenizer_path = tokenizer_path
-
-        # init model
-        with init_empty_weights():
-            model = umt5_xxl(
-                encoder_only=True,
-                return_tokenizer=False,
-                dtype=dtype,
-                device=device).eval().requires_grad_(False)
-        
-        if quantization == "fp8_e4m3fn":
-            cast_dtype = torch.float8_e4m3fn
-        else:
-            cast_dtype = dtype
-
-        params_to_keep = {'norm', 'pos_embedding', 'token_embedding'}
-        for name, param in model.named_parameters():
-            dtype_to_use = dtype if any(keyword in name for keyword in params_to_keep) else cast_dtype
-            set_module_tensor_to_device(model, name, device=device, dtype=dtype_to_use, value=state_dict[name])
-        del state_dict
-        self.model = model
-        self.tokenizer = HuggingfaceTokenizer(
-            name=tokenizer_path, seq_len=text_len, clean='whitespace')
-
-    def __call__(self, texts, device):
-        ids, mask = self.tokenizer(
-            texts, return_mask=True, add_special_tokens=True)
-        ids = ids.to(device)
-        mask = mask.to(device)
-        seq_lens = mask.gt(0).sum(dim=1).long()
-        context = self.model(ids, mask)
-        return [u[:v] for u, v in zip(context, seq_lens)]
diff --git a/wanvideo/modules/tokenizers.py b/wanvideo/modules/tokenizers.py
deleted file mode 100644
index 121e591..0000000
--- a/wanvideo/modules/tokenizers.py
+++ /dev/null
@@ -1,82 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import html
-import string
-
-import ftfy
-import regex as re
-from transformers import AutoTokenizer
-
-__all__ = ['HuggingfaceTokenizer']
-
-
-def basic_clean(text):
-    text = ftfy.fix_text(text)
-    text = html.unescape(html.unescape(text))
-    return text.strip()
-
-
-def whitespace_clean(text):
-    text = re.sub(r'\s+', ' ', text)
-    text = text.strip()
-    return text
-
-
-def canonicalize(text, keep_punctuation_exact_string=None):
-    text = text.replace('_', ' ')
-    if keep_punctuation_exact_string:
-        text = keep_punctuation_exact_string.join(
-            part.translate(str.maketrans('', '', string.punctuation))
-            for part in text.split(keep_punctuation_exact_string))
-    else:
-        text = text.translate(str.maketrans('', '', string.punctuation))
-    text = text.lower()
-    text = re.sub(r'\s+', ' ', text)
-    return text.strip()
-
-
-class HuggingfaceTokenizer:
-
-    def __init__(self, name, seq_len=None, clean=None, **kwargs):
-        assert clean in (None, 'whitespace', 'lower', 'canonicalize')
-        self.name = name
-        self.seq_len = seq_len
-        self.clean = clean
-
-        # init tokenizer
-        self.tokenizer = AutoTokenizer.from_pretrained(name, **kwargs)
-        self.vocab_size = self.tokenizer.vocab_size
-
-    def __call__(self, sequence, **kwargs):
-        return_mask = kwargs.pop('return_mask', False)
-
-        # arguments
-        _kwargs = {'return_tensors': 'pt'}
-        if self.seq_len is not None:
-            _kwargs.update({
-                'padding': 'max_length',
-                'truncation': True,
-                'max_length': self.seq_len
-            })
-        _kwargs.update(**kwargs)
-
-        # tokenization
-        if isinstance(sequence, str):
-            sequence = [sequence]
-        if self.clean:
-            sequence = [self._clean(u) for u in sequence]
-        ids = self.tokenizer(sequence, **_kwargs)
-
-        # output
-        if return_mask:
-            return ids.input_ids, ids.attention_mask
-        else:
-            return ids.input_ids
-
-    def _clean(self, text):
-        if self.clean == 'whitespace':
-            text = whitespace_clean(basic_clean(text))
-        elif self.clean == 'lower':
-            text = whitespace_clean(basic_clean(text)).lower()
-        elif self.clean == 'canonicalize':
-            text = canonicalize(basic_clean(text))
-        return text
diff --git a/wanvideo/modules/vae.py b/wanvideo/modules/vae.py
deleted file mode 100644
index 3380514..0000000
--- a/wanvideo/modules/vae.py
+++ /dev/null
@@ -1,663 +0,0 @@
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-import logging
-
-import torch
-import torch.nn as nn
-import torch.nn.functional as F
-from einops import rearrange
-from comfy.model_management import get_torch_device, get_autocast_device
-__all__ = [
-    'WanVAE',
-]
-
-CACHE_T = 2
-
-
-class CausalConv3d(nn.Conv3d):
-    """
-    Causal 3d convolusion.
-    """
-
-    def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
-        self._padding = (self.padding[2], self.padding[2], self.padding[1],
-                         self.padding[1], 2 * self.padding[0], 0)
-        self.padding = (0, 0, 0)
-
-    def forward(self, x, cache_x=None):
-        padding = list(self._padding)
-        if cache_x is not None and self._padding[4] > 0:
-            cache_x = cache_x.to(x.device)
-            x = torch.cat([cache_x, x], dim=2)
-            padding[4] -= cache_x.shape[2]
-        x = F.pad(x, padding)
-
-        return super().forward(x)
-
-
-class RMS_norm(nn.Module):
-
-    def __init__(self, dim, channel_first=True, images=True, bias=False):
-        super().__init__()
-        broadcastable_dims = (1, 1, 1) if not images else (1, 1)
-        shape = (dim, *broadcastable_dims) if channel_first else (dim,)
-
-        self.channel_first = channel_first
-        self.scale = dim**0.5
-        self.gamma = nn.Parameter(torch.ones(shape))
-        self.bias = nn.Parameter(torch.zeros(shape)) if bias else 0.
-
-    def forward(self, x):
-        return F.normalize(
-            x, dim=(1 if self.channel_first else
-                    -1)) * self.scale * self.gamma + self.bias
-
-
-class Upsample(nn.Upsample):
-
-    def forward(self, x):
-        """
-        Fix bfloat16 support for nearest neighbor interpolation.
-        """
-        return super().forward(x.float()).type_as(x)
-
-
-class Resample(nn.Module):
-
-    def __init__(self, dim, mode):
-        assert mode in ('none', 'upsample2d', 'upsample3d', 'downsample2d',
-                        'downsample3d')
-        super().__init__()
-        self.dim = dim
-        self.mode = mode
-
-        # layers
-        if mode == 'upsample2d':
-            self.resample = nn.Sequential(
-                Upsample(scale_factor=(2., 2.), mode='nearest-exact'),
-                nn.Conv2d(dim, dim // 2, 3, padding=1))
-        elif mode == 'upsample3d':
-            self.resample = nn.Sequential(
-                Upsample(scale_factor=(2., 2.), mode='nearest-exact'),
-                nn.Conv2d(dim, dim // 2, 3, padding=1))
-            self.time_conv = CausalConv3d(
-                dim, dim * 2, (3, 1, 1), padding=(1, 0, 0))
-
-        elif mode == 'downsample2d':
-            self.resample = nn.Sequential(
-                nn.ZeroPad2d((0, 1, 0, 1)),
-                nn.Conv2d(dim, dim, 3, stride=(2, 2)))
-        elif mode == 'downsample3d':
-            self.resample = nn.Sequential(
-                nn.ZeroPad2d((0, 1, 0, 1)),
-                nn.Conv2d(dim, dim, 3, stride=(2, 2)))
-            self.time_conv = CausalConv3d(
-                dim, dim, (3, 1, 1), stride=(2, 1, 1), padding=(0, 0, 0))
-
-        else:
-            self.resample = nn.Identity()
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        b, c, t, h, w = x.size()
-        if self.mode == 'upsample3d':
-            if feat_cache is not None:
-                idx = feat_idx[0]
-                if feat_cache[idx] is None:
-                    feat_cache[idx] = 'Rep'
-                    feat_idx[0] += 1
-                else:
-
-                    cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                    if cache_x.shape[2] < 2 and feat_cache[
-                            idx] is not None and feat_cache[idx] != 'Rep':
-                        # cache last frame of last two chunk
-                        cache_x = torch.cat([
-                            feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                                cache_x.device), cache_x
-                        ],
-                                            dim=2)
-                    if cache_x.shape[2] < 2 and feat_cache[
-                            idx] is not None and feat_cache[idx] == 'Rep':
-                        cache_x = torch.cat([
-                            torch.zeros_like(cache_x).to(cache_x.device),
-                            cache_x
-                        ],
-                                            dim=2)
-                    if feat_cache[idx] == 'Rep':
-                        x = self.time_conv(x)
-                    else:
-                        x = self.time_conv(x, feat_cache[idx])
-                    feat_cache[idx] = cache_x
-                    feat_idx[0] += 1
-
-                    x = x.reshape(b, 2, c, t, h, w)
-                    x = torch.stack((x[:, 0, :, :, :, :], x[:, 1, :, :, :, :]),
-                                    3)
-                    x = x.reshape(b, c, t * 2, h, w)
-        t = x.shape[2]
-        x = rearrange(x, 'b c t h w -> (b t) c h w')
-        x = self.resample(x)
-        x = rearrange(x, '(b t) c h w -> b c t h w', t=t)
-
-        if self.mode == 'downsample3d':
-            if feat_cache is not None:
-                idx = feat_idx[0]
-                if feat_cache[idx] is None:
-                    feat_cache[idx] = x.clone()
-                    feat_idx[0] += 1
-                else:
-
-                    cache_x = x[:, :, -1:, :, :].clone()
-                    # if cache_x.shape[2] < 2 and feat_cache[idx] is not None and feat_cache[idx]!='Rep':
-                    #     # cache last frame of last two chunk
-                    #     cache_x = torch.cat([feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(cache_x.device), cache_x], dim=2)
-
-                    x = self.time_conv(
-                        torch.cat([feat_cache[idx][:, :, -1:, :, :], x], 2))
-                    feat_cache[idx] = cache_x
-                    feat_idx[0] += 1
-        return x
-
-    def init_weight(self, conv):
-        conv_weight = conv.weight
-        nn.init.zeros_(conv_weight)
-        c1, c2, t, h, w = conv_weight.size()
-        one_matrix = torch.eye(c1, c2)
-        init_matrix = one_matrix
-        nn.init.zeros_(conv_weight)
-        #conv_weight.data[:,:,-1,1,1] = init_matrix * 0.5
-        conv_weight.data[:, :, 1, 0, 0] = init_matrix  #* 0.5
-        conv.weight.data.copy_(conv_weight)
-        nn.init.zeros_(conv.bias.data)
-
-    def init_weight2(self, conv):
-        conv_weight = conv.weight.data
-        nn.init.zeros_(conv_weight)
-        c1, c2, t, h, w = conv_weight.size()
-        init_matrix = torch.eye(c1 // 2, c2)
-        #init_matrix = repeat(init_matrix, 'o ... -> (o 2) ...').permute(1,0,2).contiguous().reshape(c1,c2)
-        conv_weight[:c1 // 2, :, -1, 0, 0] = init_matrix
-        conv_weight[c1 // 2:, :, -1, 0, 0] = init_matrix
-        conv.weight.data.copy_(conv_weight)
-        nn.init.zeros_(conv.bias.data)
-
-
-class ResidualBlock(nn.Module):
-
-    def __init__(self, in_dim, out_dim, dropout=0.0):
-        super().__init__()
-        self.in_dim = in_dim
-        self.out_dim = out_dim
-
-        # layers
-        self.residual = nn.Sequential(
-            RMS_norm(in_dim, images=False), nn.SiLU(),
-            CausalConv3d(in_dim, out_dim, 3, padding=1),
-            RMS_norm(out_dim, images=False), nn.SiLU(), nn.Dropout(dropout),
-            CausalConv3d(out_dim, out_dim, 3, padding=1))
-        self.shortcut = CausalConv3d(in_dim, out_dim, 1) \
-            if in_dim != out_dim else nn.Identity()
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        h = self.shortcut(x)
-        for layer in self.residual:
-            if isinstance(layer, CausalConv3d) and feat_cache is not None:
-                idx = feat_idx[0]
-                cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                    # cache last frame of last two chunk
-                    cache_x = torch.cat([
-                        feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                            cache_x.device), cache_x
-                    ],
-                                        dim=2)
-                x = layer(x, feat_cache[idx])
-                feat_cache[idx] = cache_x
-                feat_idx[0] += 1
-            else:
-                x = layer(x)
-        return x + h
-
-
-class AttentionBlock(nn.Module):
-    """
-    Causal self-attention with a single head.
-    """
-
-    def __init__(self, dim):
-        super().__init__()
-        self.dim = dim
-
-        # layers
-        self.norm = RMS_norm(dim)
-        self.to_qkv = nn.Conv2d(dim, dim * 3, 1)
-        self.proj = nn.Conv2d(dim, dim, 1)
-
-        # zero out the last layer params
-        nn.init.zeros_(self.proj.weight)
-
-    def forward(self, x):
-        identity = x
-        b, c, t, h, w = x.size()
-        x = rearrange(x, 'b c t h w -> (b t) c h w')
-        x = self.norm(x)
-        # compute query, key, value
-        q, k, v = self.to_qkv(x).reshape(b * t, 1, c * 3,
-                                         -1).permute(0, 1, 3,
-                                                     2).contiguous().chunk(
-                                                         3, dim=-1)
-
-        # apply attention
-        x = F.scaled_dot_product_attention(
-            q,
-            k,
-            v,
-        )
-        x = x.squeeze(1).permute(0, 2, 1).reshape(b * t, c, h, w)
-
-        # output
-        x = self.proj(x)
-        x = rearrange(x, '(b t) c h w-> b c t h w', t=t)
-        return x + identity
-
-
-class Encoder3d(nn.Module):
-
-    def __init__(self,
-                 dim=128,
-                 z_dim=4,
-                 dim_mult=[1, 2, 4, 4],
-                 num_res_blocks=2,
-                 attn_scales=[],
-                 temperal_downsample=[True, True, False],
-                 dropout=0.0):
-        super().__init__()
-        self.dim = dim
-        self.z_dim = z_dim
-        self.dim_mult = dim_mult
-        self.num_res_blocks = num_res_blocks
-        self.attn_scales = attn_scales
-        self.temperal_downsample = temperal_downsample
-
-        # dimensions
-        dims = [dim * u for u in [1] + dim_mult]
-        scale = 1.0
-
-        # init block
-        self.conv1 = CausalConv3d(3, dims[0], 3, padding=1)
-
-        # downsample blocks
-        downsamples = []
-        for i, (in_dim, out_dim) in enumerate(zip(dims[:-1], dims[1:])):
-            # residual (+attention) blocks
-            for _ in range(num_res_blocks):
-                downsamples.append(ResidualBlock(in_dim, out_dim, dropout))
-                if scale in attn_scales:
-                    downsamples.append(AttentionBlock(out_dim))
-                in_dim = out_dim
-
-            # downsample block
-            if i != len(dim_mult) - 1:
-                mode = 'downsample3d' if temperal_downsample[
-                    i] else 'downsample2d'
-                downsamples.append(Resample(out_dim, mode=mode))
-                scale /= 2.0
-        self.downsamples = nn.Sequential(*downsamples)
-
-        # middle blocks
-        self.middle = nn.Sequential(
-            ResidualBlock(out_dim, out_dim, dropout), AttentionBlock(out_dim),
-            ResidualBlock(out_dim, out_dim, dropout))
-
-        # output blocks
-        self.head = nn.Sequential(
-            RMS_norm(out_dim, images=False), nn.SiLU(),
-            CausalConv3d(out_dim, z_dim, 3, padding=1))
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        if feat_cache is not None:
-            idx = feat_idx[0]
-            cache_x = x[:, :, -CACHE_T:, :, :].clone()
-            if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                # cache last frame of last two chunk
-                cache_x = torch.cat([
-                    feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                        cache_x.device), cache_x
-                ],
-                                    dim=2)
-            x = self.conv1(x, feat_cache[idx])
-            feat_cache[idx] = cache_x
-            feat_idx[0] += 1
-        else:
-            x = self.conv1(x)
-
-        ## downsamples
-        for layer in self.downsamples:
-            if feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## middle
-        for layer in self.middle:
-            if isinstance(layer, ResidualBlock) and feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## head
-        for layer in self.head:
-            if isinstance(layer, CausalConv3d) and feat_cache is not None:
-                idx = feat_idx[0]
-                cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                    # cache last frame of last two chunk
-                    cache_x = torch.cat([
-                        feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                            cache_x.device), cache_x
-                    ],
-                                        dim=2)
-                x = layer(x, feat_cache[idx])
-                feat_cache[idx] = cache_x
-                feat_idx[0] += 1
-            else:
-                x = layer(x)
-        return x
-
-
-class Decoder3d(nn.Module):
-
-    def __init__(self,
-                 dim=128,
-                 z_dim=4,
-                 dim_mult=[1, 2, 4, 4],
-                 num_res_blocks=2,
-                 attn_scales=[],
-                 temperal_upsample=[False, True, True],
-                 dropout=0.0):
-        super().__init__()
-        self.dim = dim
-        self.z_dim = z_dim
-        self.dim_mult = dim_mult
-        self.num_res_blocks = num_res_blocks
-        self.attn_scales = attn_scales
-        self.temperal_upsample = temperal_upsample
-
-        # dimensions
-        dims = [dim * u for u in [dim_mult[-1]] + dim_mult[::-1]]
-        scale = 1.0 / 2**(len(dim_mult) - 2)
-
-        # init block
-        self.conv1 = CausalConv3d(z_dim, dims[0], 3, padding=1)
-
-        # middle blocks
-        self.middle = nn.Sequential(
-            ResidualBlock(dims[0], dims[0], dropout), AttentionBlock(dims[0]),
-            ResidualBlock(dims[0], dims[0], dropout))
-
-        # upsample blocks
-        upsamples = []
-        for i, (in_dim, out_dim) in enumerate(zip(dims[:-1], dims[1:])):
-            # residual (+attention) blocks
-            if i == 1 or i == 2 or i == 3:
-                in_dim = in_dim // 2
-            for _ in range(num_res_blocks + 1):
-                upsamples.append(ResidualBlock(in_dim, out_dim, dropout))
-                if scale in attn_scales:
-                    upsamples.append(AttentionBlock(out_dim))
-                in_dim = out_dim
-
-            # upsample block
-            if i != len(dim_mult) - 1:
-                mode = 'upsample3d' if temperal_upsample[i] else 'upsample2d'
-                upsamples.append(Resample(out_dim, mode=mode))
-                scale *= 2.0
-        self.upsamples = nn.Sequential(*upsamples)
-
-        # output blocks
-        self.head = nn.Sequential(
-            RMS_norm(out_dim, images=False), nn.SiLU(),
-            CausalConv3d(out_dim, 3, 3, padding=1))
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        ## conv1
-        if feat_cache is not None:
-            idx = feat_idx[0]
-            cache_x = x[:, :, -CACHE_T:, :, :].clone()
-            if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                # cache last frame of last two chunk
-                cache_x = torch.cat([
-                    feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                        cache_x.device), cache_x
-                ],
-                                    dim=2)
-            x = self.conv1(x, feat_cache[idx])
-            feat_cache[idx] = cache_x
-            feat_idx[0] += 1
-        else:
-            x = self.conv1(x)
-
-        ## middle
-        for layer in self.middle:
-            if isinstance(layer, ResidualBlock) and feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## upsamples
-        for layer in self.upsamples:
-            if feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## head
-        for layer in self.head:
-            if isinstance(layer, CausalConv3d) and feat_cache is not None:
-                idx = feat_idx[0]
-                cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                    # cache last frame of last two chunk
-                    cache_x = torch.cat([
-                        feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                            cache_x.device), cache_x
-                    ],
-                                        dim=2)
-                x = layer(x, feat_cache[idx])
-                feat_cache[idx] = cache_x
-                feat_idx[0] += 1
-            else:
-                x = layer(x)
-        return x
-
-
-def count_conv3d(model):
-    count = 0
-    for m in model.modules():
-        if isinstance(m, CausalConv3d):
-            count += 1
-    return count
-
-
-class WanVAE_(nn.Module):
-
-    def __init__(self,
-                 dim=128,
-                 z_dim=4,
-                 dim_mult=[1, 2, 4, 4],
-                 num_res_blocks=2,
-                 attn_scales=[],
-                 temperal_downsample=[True, True, False],
-                 dropout=0.0):
-        super().__init__()
-        self.dim = dim
-        self.z_dim = z_dim
-        self.dim_mult = dim_mult
-        self.num_res_blocks = num_res_blocks
-        self.attn_scales = attn_scales
-        self.temperal_downsample = temperal_downsample
-        self.temperal_upsample = temperal_downsample[::-1]
-
-        # modules
-        self.encoder = Encoder3d(dim, z_dim * 2, dim_mult, num_res_blocks,
-                                 attn_scales, self.temperal_downsample, dropout)
-        self.conv1 = CausalConv3d(z_dim * 2, z_dim * 2, 1)
-        self.conv2 = CausalConv3d(z_dim, z_dim, 1)
-        self.decoder = Decoder3d(dim, z_dim, dim_mult, num_res_blocks,
-                                 attn_scales, self.temperal_upsample, dropout)
-
-    def forward(self, x):
-        mu, log_var = self.encode(x)
-        z = self.reparameterize(mu, log_var)
-        x_recon = self.decode(z)
-        return x_recon, mu, log_var
-
-    def encode(self, x, scale):
-        self.clear_cache()
-        ## cache
-        t = x.shape[2]
-        iter_ = 1 + (t - 1) // 4
-        ## 对encode输入的x，按时间拆分为1、4、4、4....
-        for i in range(iter_):
-            self._enc_conv_idx = [0]
-            if i == 0:
-                out = self.encoder(
-                    x[:, :, :1, :, :],
-                    feat_cache=self._enc_feat_map,
-                    feat_idx=self._enc_conv_idx)
-            else:
-                out_ = self.encoder(
-                    x[:, :, 1 + 4 * (i - 1):1 + 4 * i, :, :],
-                    feat_cache=self._enc_feat_map,
-                    feat_idx=self._enc_conv_idx)
-                out = torch.cat([out, out_], 2)
-        mu, log_var = self.conv1(out).chunk(2, dim=1)
-        print(mu[:,:,0,:,:])
-        if isinstance(scale[0], torch.Tensor):
-            mu = (mu - scale[0].view(1, self.z_dim, 1, 1, 1)) * scale[1].view(
-                1, self.z_dim, 1, 1, 1)
-        else:
-            mu = (mu - scale[0]) * scale[1]
-        self.clear_cache()
-        return mu
-
-    def decode(self, z, scale):
-        self.clear_cache()
-        # z: [b,c,t,h,w]
-        if isinstance(scale[0], torch.Tensor):
-            z = z / scale[1].view(1, self.z_dim, 1, 1, 1) + scale[0].view(
-                1, self.z_dim, 1, 1, 1)
-        else:
-            z = z / scale[1] + scale[0]
-        iter_ = z.shape[2]
-        x = self.conv2(z)
-        for i in range(iter_):
-            self._conv_idx = [0]
-            if i == 0:
-                out = self.decoder(
-                    x[:, :, i:i + 1, :, :],
-                    feat_cache=self._feat_map,
-                    feat_idx=self._conv_idx)
-            else:
-                out_ = self.decoder(
-                    x[:, :, i:i + 1, :, :],
-                    feat_cache=self._feat_map,
-                    feat_idx=self._conv_idx)
-                out = torch.cat([out, out_], 2)
-        self.clear_cache()
-        return out
-
-    def reparameterize(self, mu, log_var):
-        std = torch.exp(0.5 * log_var)
-        eps = torch.randn_like(std)
-        return eps * std + mu
-
-    def sample(self, imgs, deterministic=False):
-        mu, log_var = self.encode(imgs)
-        if deterministic:
-            return mu
-        std = torch.exp(0.5 * log_var.clamp(-30.0, 20.0))
-        return mu + std * torch.randn_like(std)
-
-    def clear_cache(self):
-        self._conv_num = count_conv3d(self.decoder)
-        self._conv_idx = [0]
-        self._feat_map = [None] * self._conv_num
-        #cache encode
-        self._enc_conv_num = count_conv3d(self.encoder)
-        self._enc_conv_idx = [0]
-        self._enc_feat_map = [None] * self._enc_conv_num
-
-
-def _video_vae(pretrained_path=None, z_dim=None, device='cpu', **kwargs):
-    """
-    Autoencoder3d adapted from Stable Diffusion 1.x, 2.x and XL.
-    """
-    # params
-    cfg = dict(
-        dim=96,
-        z_dim=z_dim,
-        dim_mult=[1, 2, 4, 4],
-        num_res_blocks=2,
-        attn_scales=[],
-        temperal_downsample=[False, True, True],
-        dropout=0.0)
-    cfg.update(**kwargs)
-
-    # init model
-    with torch.device('meta'):
-        model = WanVAE_(**cfg)
-
-    # load checkpoint
-    logging.info(f'loading {pretrained_path}')
-    model.load_state_dict(
-        torch.load(pretrained_path, map_location=device), assign=True)
-
-    return model
-
-
-class WanVAE:
-
-    def __init__(self,
-                 z_dim=16,
-                 vae_pth='cache/vae_step_411000.pth',
-                 dtype=torch.float,
-                 device="cuda"):
-        self.dtype = dtype
-        self.device = device
-
-        mean = [
-            -0.7571, -0.7089, -0.9113, 0.1075, -0.1745, 0.9653, -0.1517, 1.5508,
-            0.4134, -0.0715, 0.5517, -0.3632, -0.1922, -0.9497, 0.2503, -0.2921
-        ]
-        std = [
-            2.8184, 1.4541, 2.3275, 2.6558, 1.2196, 1.7708, 2.6052, 2.0743,
-            3.2687, 2.1526, 2.8652, 1.5579, 1.6382, 1.1253, 2.8251, 1.9160
-        ]
-        self.mean = torch.tensor(mean, dtype=dtype, device=device)
-        self.std = torch.tensor(std, dtype=dtype, device=device)
-        self.scale = [self.mean, 1.0 / self.std]
-
-        # init model
-        self.model = _video_vae(
-            pretrained_path=vae_pth,
-            z_dim=z_dim,
-        ).eval().requires_grad_(False).to(device)
-
-    def encode(self, videos):
-        """
-        videos: A list of videos each with shape [C, T, H, W].
-        """
-        with torch.autocast(device_type=get_autocast_device(get_torch_device()), enabled=False):
-            return [
-                self.model.encode(u.unsqueeze(0), self.scale).float().squeeze(0)
-                for u in videos
-            ]
-
-    def decode(self, zs):
-        with torch.autocast(device_type=get_autocast_device(get_torch_device()), enabled=False):
-            return [
-                self.model.decode(u.unsqueeze(0),
-                                  self.scale).float().clamp_(-1, 1).squeeze(0)
-                for u in zs
-            ]
diff --git a/wanvideo/utils/__init__.py b/wanvideo/utils/__init__.py
deleted file mode 100644
index 6e9a339..0000000
--- a/wanvideo/utils/__init__.py
+++ /dev/null
@@ -1,8 +0,0 @@
-from .fm_solvers import (FlowDPMSolverMultistepScheduler, get_sampling_sigmas,
-                         retrieve_timesteps)
-from .fm_solvers_unipc import FlowUniPCMultistepScheduler
-
-__all__ = [
-    'HuggingfaceTokenizer', 'get_sampling_sigmas', 'retrieve_timesteps',
-    'FlowDPMSolverMultistepScheduler', 'FlowUniPCMultistepScheduler'
-]
diff --git a/wanvideo/utils/__pycache__/__init__.cpython-310.pyc b/wanvideo/utils/__pycache__/__init__.cpython-310.pyc
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index 6bcf81d..0000000
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diff --git a/wanvideo/utils/__pycache__/fm_solvers.cpython-310.pyc b/wanvideo/utils/__pycache__/fm_solvers.cpython-310.pyc
deleted file mode 100644
index dfad4f1..0000000
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diff --git a/wanvideo/utils/__pycache__/fm_solvers_unipc.cpython-310.pyc b/wanvideo/utils/__pycache__/fm_solvers_unipc.cpython-310.pyc
deleted file mode 100644
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diff --git a/wanvideo/utils/fm_solvers.py b/wanvideo/utils/fm_solvers.py
deleted file mode 100644
index c908969..0000000
--- a/wanvideo/utils/fm_solvers.py
+++ /dev/null
@@ -1,857 +0,0 @@
-# Copied from https://github.com/huggingface/diffusers/blob/main/src/diffusers/schedulers/scheduling_dpmsolver_multistep.py
-# Convert dpm solver for flow matching
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-
-import inspect
-import math
-from typing import List, Optional, Tuple, Union
-
-import numpy as np
-import torch
-from diffusers.configuration_utils import ConfigMixin, register_to_config
-from diffusers.schedulers.scheduling_utils import (KarrasDiffusionSchedulers,
-                                                   SchedulerMixin,
-                                                   SchedulerOutput)
-from diffusers.utils import deprecate, is_scipy_available
-from diffusers.utils.torch_utils import randn_tensor
-
-if is_scipy_available():
-    pass
-
-
-def get_sampling_sigmas(sampling_steps, shift):
-    sigma = np.linspace(1, 0, sampling_steps + 1)[:sampling_steps]
-    sigma = (shift * sigma / (1 + (shift - 1) * sigma))
-
-    return sigma
-
-
-def retrieve_timesteps(
-    scheduler,
-    num_inference_steps=None,
-    device=None,
-    timesteps=None,
-    sigmas=None,
-    **kwargs,
-):
-    if timesteps is not None and sigmas is not None:
-        raise ValueError(
-            "Only one of `timesteps` or `sigmas` can be passed. Please choose one to set custom values"
-        )
-    if timesteps is not None:
-        accepts_timesteps = "timesteps" in set(
-            inspect.signature(scheduler.set_timesteps).parameters.keys())
-        if not accepts_timesteps:
-            raise ValueError(
-                f"The current scheduler class {scheduler.__class__}'s `set_timesteps` does not support custom"
-                f" timestep schedules. Please check whether you are using the correct scheduler."
-            )
-        scheduler.set_timesteps(timesteps=timesteps, device=device, **kwargs)
-        timesteps = scheduler.timesteps
-        num_inference_steps = len(timesteps)
-    elif sigmas is not None:
-        accept_sigmas = "sigmas" in set(
-            inspect.signature(scheduler.set_timesteps).parameters.keys())
-        if not accept_sigmas:
-            raise ValueError(
-                f"The current scheduler class {scheduler.__class__}'s `set_timesteps` does not support custom"
-                f" sigmas schedules. Please check whether you are using the correct scheduler."
-            )
-        scheduler.set_timesteps(sigmas=sigmas, device=device, **kwargs)
-        timesteps = scheduler.timesteps
-        num_inference_steps = len(timesteps)
-    else:
-        scheduler.set_timesteps(num_inference_steps, device=device, **kwargs)
-        timesteps = scheduler.timesteps
-    return timesteps, num_inference_steps
-
-
-class FlowDPMSolverMultistepScheduler(SchedulerMixin, ConfigMixin):
-    """
-    `FlowDPMSolverMultistepScheduler` is a fast dedicated high-order solver for diffusion ODEs.
-    This model inherits from [`SchedulerMixin`] and [`ConfigMixin`]. Check the superclass documentation for the generic
-    methods the library implements for all schedulers such as loading and saving.
-    Args:
-        num_train_timesteps (`int`, defaults to 1000):
-            The number of diffusion steps to train the model. This determines the resolution of the diffusion process.
-        solver_order (`int`, defaults to 2):
-            The DPMSolver order which can be `1`, `2`, or `3`. It is recommended to use `solver_order=2` for guided
-            sampling, and `solver_order=3` for unconditional sampling. This affects the number of model outputs stored
-            and used in multistep updates.
-        prediction_type (`str`, defaults to "flow_prediction"):
-            Prediction type of the scheduler function; must be `flow_prediction` for this scheduler, which predicts
-            the flow of the diffusion process.
-        shift (`float`, *optional*, defaults to 1.0):
-            A factor used to adjust the sigmas in the noise schedule. It modifies the step sizes during the sampling
-            process.
-        use_dynamic_shifting (`bool`, defaults to `False`):
-            Whether to apply dynamic shifting to the timesteps based on image resolution. If `True`, the shifting is
-            applied on the fly.
-        thresholding (`bool`, defaults to `False`):
-            Whether to use the "dynamic thresholding" method. This method adjusts the predicted sample to prevent
-            saturation and improve photorealism.
-        dynamic_thresholding_ratio (`float`, defaults to 0.995):
-            The ratio for the dynamic thresholding method. Valid only when `thresholding=True`.
-        sample_max_value (`float`, defaults to 1.0):
-            The threshold value for dynamic thresholding. Valid only when `thresholding=True` and
-            `algorithm_type="dpmsolver++"`.
-        algorithm_type (`str`, defaults to `dpmsolver++`):
-            Algorithm type for the solver; can be `dpmsolver`, `dpmsolver++`, `sde-dpmsolver` or `sde-dpmsolver++`. The
-            `dpmsolver` type implements the algorithms in the [DPMSolver](https://huggingface.co/papers/2206.00927)
-            paper, and the `dpmsolver++` type implements the algorithms in the
-            [DPMSolver++](https://huggingface.co/papers/2211.01095) paper. It is recommended to use `dpmsolver++` or
-            `sde-dpmsolver++` with `solver_order=2` for guided sampling like in Stable Diffusion.
-        solver_type (`str`, defaults to `midpoint`):
-            Solver type for the second-order solver; can be `midpoint` or `heun`. The solver type slightly affects the
-            sample quality, especially for a small number of steps. It is recommended to use `midpoint` solvers.
-        lower_order_final (`bool`, defaults to `True`):
-            Whether to use lower-order solvers in the final steps. Only valid for < 15 inference steps. This can
-            stabilize the sampling of DPMSolver for steps < 15, especially for steps <= 10.
-        euler_at_final (`bool`, defaults to `False`):
-            Whether to use Euler's method in the final step. It is a trade-off between numerical stability and detail
-            richness. This can stabilize the sampling of the SDE variant of DPMSolver for small number of inference
-            steps, but sometimes may result in blurring.
-        final_sigmas_type (`str`, *optional*, defaults to "zero"):
-            The final `sigma` value for the noise schedule during the sampling process. If `"sigma_min"`, the final
-            sigma is the same as the last sigma in the training schedule. If `zero`, the final sigma is set to 0.
-        lambda_min_clipped (`float`, defaults to `-inf`):
-            Clipping threshold for the minimum value of `lambda(t)` for numerical stability. This is critical for the
-            cosine (`squaredcos_cap_v2`) noise schedule.
-        variance_type (`str`, *optional*):
-            Set to "learned" or "learned_range" for diffusion models that predict variance. If set, the model's output
-            contains the predicted Gaussian variance.
-    """
-
-    _compatibles = [e.name for e in KarrasDiffusionSchedulers]
-    order = 1
-
-    @register_to_config
-    def __init__(
-        self,
-        num_train_timesteps: int = 1000,
-        solver_order: int = 2,
-        prediction_type: str = "flow_prediction",
-        shift: Optional[float] = 1.0,
-        use_dynamic_shifting=False,
-        thresholding: bool = False,
-        dynamic_thresholding_ratio: float = 0.995,
-        sample_max_value: float = 1.0,
-        algorithm_type: str = "dpmsolver++",
-        solver_type: str = "midpoint",
-        lower_order_final: bool = True,
-        euler_at_final: bool = False,
-        final_sigmas_type: Optional[str] = "zero",  # "zero", "sigma_min"
-        lambda_min_clipped: float = -float("inf"),
-        variance_type: Optional[str] = None,
-        invert_sigmas: bool = False,
-    ):
-        if algorithm_type in ["dpmsolver", "sde-dpmsolver"]:
-            deprecation_message = f"algorithm_type {algorithm_type} is deprecated and will be removed in a future version. Choose from `dpmsolver++` or `sde-dpmsolver++` instead"
-            deprecate("algorithm_types dpmsolver and sde-dpmsolver", "1.0.0",
-                      deprecation_message)
-
-        # settings for DPM-Solver
-        if algorithm_type not in [
-                "dpmsolver", "dpmsolver++", "sde-dpmsolver", "sde-dpmsolver++"
-        ]:
-            if algorithm_type == "deis":
-                self.register_to_config(algorithm_type="dpmsolver++")
-            else:
-                raise NotImplementedError(
-                    f"{algorithm_type} is not implemented for {self.__class__}")
-
-        if solver_type not in ["midpoint", "heun"]:
-            if solver_type in ["logrho", "bh1", "bh2"]:
-                self.register_to_config(solver_type="midpoint")
-            else:
-                raise NotImplementedError(
-                    f"{solver_type} is not implemented for {self.__class__}")
-
-        if algorithm_type not in ["dpmsolver++", "sde-dpmsolver++"
-                                 ] and final_sigmas_type == "zero":
-            raise ValueError(
-                f"`final_sigmas_type` {final_sigmas_type} is not supported for `algorithm_type` {algorithm_type}. Please choose `sigma_min` instead."
-            )
-
-        # setable values
-        self.num_inference_steps = None
-        alphas = np.linspace(1, 1 / num_train_timesteps,
-                             num_train_timesteps)[::-1].copy()
-        sigmas = 1.0 - alphas
-        sigmas = torch.from_numpy(sigmas).to(dtype=torch.float32)
-
-        if not use_dynamic_shifting:
-            # when use_dynamic_shifting is True, we apply the timestep shifting on the fly based on the image resolution
-            sigmas = shift * sigmas / (1 +
-                                       (shift - 1) * sigmas)  # pyright: ignore
-
-        self.sigmas = sigmas
-        self.timesteps = sigmas * num_train_timesteps
-
-        self.model_outputs = [None] * solver_order
-        self.lower_order_nums = 0
-        self._step_index = None
-        self._begin_index = None
-
-        # self.sigmas = self.sigmas.to(
-        #     "cpu")  # to avoid too much CPU/GPU communication
-        self.sigma_min = self.sigmas[-1].item()
-        self.sigma_max = self.sigmas[0].item()
-
-    @property
-    def step_index(self):
-        """
-        The index counter for current timestep. It will increase 1 after each scheduler step.
-        """
-        return self._step_index
-
-    @property
-    def begin_index(self):
-        """
-        The index for the first timestep. It should be set from pipeline with `set_begin_index` method.
-        """
-        return self._begin_index
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.set_begin_index
-    def set_begin_index(self, begin_index: int = 0):
-        """
-        Sets the begin index for the scheduler. This function should be run from pipeline before the inference.
-        Args:
-            begin_index (`int`):
-                The begin index for the scheduler.
-        """
-        self._begin_index = begin_index
-
-    # Modified from diffusers.schedulers.scheduling_flow_match_euler_discrete.FlowMatchEulerDiscreteScheduler.set_timesteps
-    def set_timesteps(
-        self,
-        num_inference_steps: Union[int, None] = None,
-        device: Union[str, torch.device] = None,
-        sigmas: Optional[List[float]] = None,
-        mu: Optional[Union[float, None]] = None,
-        shift: Optional[Union[float, None]] = None,
-    ):
-        """
-        Sets the discrete timesteps used for the diffusion chain (to be run before inference).
-        Args:
-            num_inference_steps (`int`):
-                Total number of the spacing of the time steps.
-            device (`str` or `torch.device`, *optional*):
-                The device to which the timesteps should be moved to. If `None`, the timesteps are not moved.
-        """
-
-        if self.config.use_dynamic_shifting and mu is None:
-            raise ValueError(
-                " you have to pass a value for `mu` when `use_dynamic_shifting` is set to be `True`"
-            )
-
-        if sigmas is None:
-            sigmas = np.linspace(self.sigma_max, self.sigma_min,
-                                 num_inference_steps +
-                                 1).copy()[:-1]  # pyright: ignore
-
-        if self.config.use_dynamic_shifting:
-            sigmas = self.time_shift(mu, 1.0, sigmas)  # pyright: ignore
-        else:
-            if shift is None:
-                shift = self.config.shift
-            sigmas = shift * sigmas / (1 +
-                                       (shift - 1) * sigmas)  # pyright: ignore
-
-        if self.config.final_sigmas_type == "sigma_min":
-            sigma_last = ((1 - self.alphas_cumprod[0]) /
-                          self.alphas_cumprod[0])**0.5
-        elif self.config.final_sigmas_type == "zero":
-            sigma_last = 0
-        else:
-            raise ValueError(
-                f"`final_sigmas_type` must be one of 'zero', or 'sigma_min', but got {self.config.final_sigmas_type}"
-            )
-
-        timesteps = sigmas * self.config.num_train_timesteps
-        sigmas = np.concatenate([sigmas, [sigma_last]
-                                ]).astype(np.float32)  # pyright: ignore
-
-        self.sigmas = torch.from_numpy(sigmas)
-        self.timesteps = torch.from_numpy(timesteps).to(
-            device=device, dtype=torch.int64)
-
-        self.num_inference_steps = len(timesteps)
-
-        self.model_outputs = [
-            None,
-        ] * self.config.solver_order
-        self.lower_order_nums = 0
-
-        self._step_index = None
-        self._begin_index = None
-        # self.sigmas = self.sigmas.to(
-        #     "cpu")  # to avoid too much CPU/GPU communication
-
-    # Copied from diffusers.schedulers.scheduling_ddpm.DDPMScheduler._threshold_sample
-    def _threshold_sample(self, sample: torch.Tensor) -> torch.Tensor:
-        """
-        "Dynamic thresholding: At each sampling step we set s to a certain percentile absolute pixel value in xt0 (the
-        prediction of x_0 at timestep t), and if s > 1, then we threshold xt0 to the range [-s, s] and then divide by
-        s. Dynamic thresholding pushes saturated pixels (those near -1 and 1) inwards, thereby actively preventing
-        pixels from saturation at each step. We find that dynamic thresholding results in significantly better
-        photorealism as well as better image-text alignment, especially when using very large guidance weights."
-        https://arxiv.org/abs/2205.11487
-        """
-        dtype = sample.dtype
-        batch_size, channels, *remaining_dims = sample.shape
-
-        if dtype not in (torch.float32, torch.float64):
-            sample = sample.float(
-            )  # upcast for quantile calculation, and clamp not implemented for cpu half
-
-        # Flatten sample for doing quantile calculation along each image
-        sample = sample.reshape(batch_size, channels * np.prod(remaining_dims))
-
-        abs_sample = sample.abs()  # "a certain percentile absolute pixel value"
-
-        s = torch.quantile(
-            abs_sample, self.config.dynamic_thresholding_ratio, dim=1)
-        s = torch.clamp(
-            s, min=1, max=self.config.sample_max_value
-        )  # When clamped to min=1, equivalent to standard clipping to [-1, 1]
-        s = s.unsqueeze(
-            1)  # (batch_size, 1) because clamp will broadcast along dim=0
-        sample = torch.clamp(
-            sample, -s, s
-        ) / s  # "we threshold xt0 to the range [-s, s] and then divide by s"
-
-        sample = sample.reshape(batch_size, channels, *remaining_dims)
-        sample = sample.to(dtype)
-
-        return sample
-
-    # Copied from diffusers.schedulers.scheduling_flow_match_euler_discrete.FlowMatchEulerDiscreteScheduler._sigma_to_t
-    def _sigma_to_t(self, sigma):
-        return sigma * self.config.num_train_timesteps
-
-    def _sigma_to_alpha_sigma_t(self, sigma):
-        return 1 - sigma, sigma
-
-    # Copied from diffusers.schedulers.scheduling_flow_match_euler_discrete.set_timesteps
-    def time_shift(self, mu: float, sigma: float, t: torch.Tensor):
-        return math.exp(mu) / (math.exp(mu) + (1 / t - 1)**sigma)
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.convert_model_output
-    def convert_model_output(
-        self,
-        model_output: torch.Tensor,
-        *args,
-        sample: torch.Tensor = None,
-        **kwargs,
-    ) -> torch.Tensor:
-        """
-        Convert the model output to the corresponding type the DPMSolver/DPMSolver++ algorithm needs. DPM-Solver is
-        designed to discretize an integral of the noise prediction model, and DPM-Solver++ is designed to discretize an
-        integral of the data prediction model.
-        <Tip>
-        The algorithm and model type are decoupled. You can use either DPMSolver or DPMSolver++ for both noise
-        prediction and data prediction models.
-        </Tip>
-        Args:
-            model_output (`torch.Tensor`):
-                The direct output from the learned diffusion model.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-        Returns:
-            `torch.Tensor`:
-                The converted model output.
-        """
-        timestep = args[0] if len(args) > 0 else kwargs.pop("timestep", None)
-        if sample is None:
-            if len(args) > 1:
-                sample = args[1]
-            else:
-                raise ValueError(
-                    "missing `sample` as a required keyward argument")
-        if timestep is not None:
-            deprecate(
-                "timesteps",
-                "1.0.0",
-                "Passing `timesteps` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        # DPM-Solver++ needs to solve an integral of the data prediction model.
-        if self.config.algorithm_type in ["dpmsolver++", "sde-dpmsolver++"]:
-            if self.config.prediction_type == "flow_prediction":
-                sigma_t = self.sigmas[self.step_index]
-                x0_pred = sample - sigma_t * model_output
-            else:
-                raise ValueError(
-                    f"prediction_type given as {self.config.prediction_type} must be one of `epsilon`, `sample`,"
-                    " `v_prediction`, or `flow_prediction` for the FlowDPMSolverMultistepScheduler."
-                )
-
-            if self.config.thresholding:
-                x0_pred = self._threshold_sample(x0_pred)
-
-            return x0_pred
-
-        # DPM-Solver needs to solve an integral of the noise prediction model.
-        elif self.config.algorithm_type in ["dpmsolver", "sde-dpmsolver"]:
-            if self.config.prediction_type == "flow_prediction":
-                sigma_t = self.sigmas[self.step_index]
-                epsilon = sample - (1 - sigma_t) * model_output
-            else:
-                raise ValueError(
-                    f"prediction_type given as {self.config.prediction_type} must be one of `epsilon`, `sample`,"
-                    " `v_prediction` or `flow_prediction` for the FlowDPMSolverMultistepScheduler."
-                )
-
-            if self.config.thresholding:
-                sigma_t = self.sigmas[self.step_index]
-                x0_pred = sample - sigma_t * model_output
-                x0_pred = self._threshold_sample(x0_pred)
-                epsilon = model_output + x0_pred
-
-            return epsilon
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.dpm_solver_first_order_update
-    def dpm_solver_first_order_update(
-        self,
-        model_output: torch.Tensor,
-        *args,
-        sample: torch.Tensor = None,
-        noise: Optional[torch.Tensor] = None,
-        **kwargs,
-    ) -> torch.Tensor:
-        """
-        One step for the first-order DPMSolver (equivalent to DDIM).
-        Args:
-            model_output (`torch.Tensor`):
-                The direct output from the learned diffusion model.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-        Returns:
-            `torch.Tensor`:
-                The sample tensor at the previous timestep.
-        """
-        timestep = args[0] if len(args) > 0 else kwargs.pop("timestep", None)
-        prev_timestep = args[1] if len(args) > 1 else kwargs.pop(
-            "prev_timestep", None)
-        if sample is None:
-            if len(args) > 2:
-                sample = args[2]
-            else:
-                raise ValueError(
-                    " missing `sample` as a required keyward argument")
-        if timestep is not None:
-            deprecate(
-                "timesteps",
-                "1.0.0",
-                "Passing `timesteps` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        if prev_timestep is not None:
-            deprecate(
-                "prev_timestep",
-                "1.0.0",
-                "Passing `prev_timestep` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        sigma_t, sigma_s = self.sigmas[self.step_index + 1], self.sigmas[
-            self.step_index]  # pyright: ignore
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma_t)
-        alpha_s, sigma_s = self._sigma_to_alpha_sigma_t(sigma_s)
-        lambda_t = torch.log(alpha_t) - torch.log(sigma_t)
-        lambda_s = torch.log(alpha_s) - torch.log(sigma_s)
-
-        h = lambda_t - lambda_s
-        if self.config.algorithm_type == "dpmsolver++":
-            x_t = (sigma_t /
-                   sigma_s) * sample - (alpha_t *
-                                        (torch.exp(-h) - 1.0)) * model_output
-        elif self.config.algorithm_type == "dpmsolver":
-            x_t = (alpha_t /
-                   alpha_s) * sample - (sigma_t *
-                                        (torch.exp(h) - 1.0)) * model_output
-        elif self.config.algorithm_type == "sde-dpmsolver++":
-            assert noise is not None
-            x_t = ((sigma_t / sigma_s * torch.exp(-h)) * sample +
-                   (alpha_t * (1 - torch.exp(-2.0 * h))) * model_output +
-                   sigma_t * torch.sqrt(1.0 - torch.exp(-2 * h)) * noise)
-        elif self.config.algorithm_type == "sde-dpmsolver":
-            assert noise is not None
-            x_t = ((alpha_t / alpha_s) * sample - 2.0 *
-                   (sigma_t * (torch.exp(h) - 1.0)) * model_output +
-                   sigma_t * torch.sqrt(torch.exp(2 * h) - 1.0) * noise)
-        return x_t  # pyright: ignore
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.multistep_dpm_solver_second_order_update
-    def multistep_dpm_solver_second_order_update(
-        self,
-        model_output_list: List[torch.Tensor],
-        *args,
-        sample: torch.Tensor = None,
-        noise: Optional[torch.Tensor] = None,
-        **kwargs,
-    ) -> torch.Tensor:
-        """
-        One step for the second-order multistep DPMSolver.
-        Args:
-            model_output_list (`List[torch.Tensor]`):
-                The direct outputs from learned diffusion model at current and latter timesteps.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-        Returns:
-            `torch.Tensor`:
-                The sample tensor at the previous timestep.
-        """
-        timestep_list = args[0] if len(args) > 0 else kwargs.pop(
-            "timestep_list", None)
-        prev_timestep = args[1] if len(args) > 1 else kwargs.pop(
-            "prev_timestep", None)
-        if sample is None:
-            if len(args) > 2:
-                sample = args[2]
-            else:
-                raise ValueError(
-                    " missing `sample` as a required keyward argument")
-        if timestep_list is not None:
-            deprecate(
-                "timestep_list",
-                "1.0.0",
-                "Passing `timestep_list` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        if prev_timestep is not None:
-            deprecate(
-                "prev_timestep",
-                "1.0.0",
-                "Passing `prev_timestep` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        sigma_t, sigma_s0, sigma_s1 = (
-            self.sigmas[self.step_index + 1],  # pyright: ignore
-            self.sigmas[self.step_index],
-            self.sigmas[self.step_index - 1],  # pyright: ignore
-        )
-
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma_t)
-        alpha_s0, sigma_s0 = self._sigma_to_alpha_sigma_t(sigma_s0)
-        alpha_s1, sigma_s1 = self._sigma_to_alpha_sigma_t(sigma_s1)
-
-        lambda_t = torch.log(alpha_t) - torch.log(sigma_t)
-        lambda_s0 = torch.log(alpha_s0) - torch.log(sigma_s0)
-        lambda_s1 = torch.log(alpha_s1) - torch.log(sigma_s1)
-
-        m0, m1 = model_output_list[-1], model_output_list[-2]
-
-        h, h_0 = lambda_t - lambda_s0, lambda_s0 - lambda_s1
-        r0 = h_0 / h
-        D0, D1 = m0, (1.0 / r0) * (m0 - m1)
-        if self.config.algorithm_type == "dpmsolver++":
-            # See https://arxiv.org/abs/2211.01095 for detailed derivations
-            if self.config.solver_type == "midpoint":
-                x_t = ((sigma_t / sigma_s0) * sample -
-                       (alpha_t * (torch.exp(-h) - 1.0)) * D0 - 0.5 *
-                       (alpha_t * (torch.exp(-h) - 1.0)) * D1)
-            elif self.config.solver_type == "heun":
-                x_t = ((sigma_t / sigma_s0) * sample -
-                       (alpha_t * (torch.exp(-h) - 1.0)) * D0 +
-                       (alpha_t * ((torch.exp(-h) - 1.0) / h + 1.0)) * D1)
-        elif self.config.algorithm_type == "dpmsolver":
-            # See https://arxiv.org/abs/2206.00927 for detailed derivations
-            if self.config.solver_type == "midpoint":
-                x_t = ((alpha_t / alpha_s0) * sample -
-                       (sigma_t * (torch.exp(h) - 1.0)) * D0 - 0.5 *
-                       (sigma_t * (torch.exp(h) - 1.0)) * D1)
-            elif self.config.solver_type == "heun":
-                x_t = ((alpha_t / alpha_s0) * sample -
-                       (sigma_t * (torch.exp(h) - 1.0)) * D0 -
-                       (sigma_t * ((torch.exp(h) - 1.0) / h - 1.0)) * D1)
-        elif self.config.algorithm_type == "sde-dpmsolver++":
-            assert noise is not None
-            if self.config.solver_type == "midpoint":
-                x_t = ((sigma_t / sigma_s0 * torch.exp(-h)) * sample +
-                       (alpha_t * (1 - torch.exp(-2.0 * h))) * D0 + 0.5 *
-                       (alpha_t * (1 - torch.exp(-2.0 * h))) * D1 +
-                       sigma_t * torch.sqrt(1.0 - torch.exp(-2 * h)) * noise)
-            elif self.config.solver_type == "heun":
-                x_t = ((sigma_t / sigma_s0 * torch.exp(-h)) * sample +
-                       (alpha_t * (1 - torch.exp(-2.0 * h))) * D0 +
-                       (alpha_t * ((1.0 - torch.exp(-2.0 * h)) /
-                                   (-2.0 * h) + 1.0)) * D1 +
-                       sigma_t * torch.sqrt(1.0 - torch.exp(-2 * h)) * noise)
-        elif self.config.algorithm_type == "sde-dpmsolver":
-            assert noise is not None
-            if self.config.solver_type == "midpoint":
-                x_t = ((alpha_t / alpha_s0) * sample - 2.0 *
-                       (sigma_t * (torch.exp(h) - 1.0)) * D0 -
-                       (sigma_t * (torch.exp(h) - 1.0)) * D1 +
-                       sigma_t * torch.sqrt(torch.exp(2 * h) - 1.0) * noise)
-            elif self.config.solver_type == "heun":
-                x_t = ((alpha_t / alpha_s0) * sample - 2.0 *
-                       (sigma_t * (torch.exp(h) - 1.0)) * D0 - 2.0 *
-                       (sigma_t * ((torch.exp(h) - 1.0) / h - 1.0)) * D1 +
-                       sigma_t * torch.sqrt(torch.exp(2 * h) - 1.0) * noise)
-        return x_t  # pyright: ignore
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.multistep_dpm_solver_third_order_update
-    def multistep_dpm_solver_third_order_update(
-        self,
-        model_output_list: List[torch.Tensor],
-        *args,
-        sample: torch.Tensor = None,
-        **kwargs,
-    ) -> torch.Tensor:
-        """
-        One step for the third-order multistep DPMSolver.
-        Args:
-            model_output_list (`List[torch.Tensor]`):
-                The direct outputs from learned diffusion model at current and latter timesteps.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by diffusion process.
-        Returns:
-            `torch.Tensor`:
-                The sample tensor at the previous timestep.
-        """
-
-        timestep_list = args[0] if len(args) > 0 else kwargs.pop(
-            "timestep_list", None)
-        prev_timestep = args[1] if len(args) > 1 else kwargs.pop(
-            "prev_timestep", None)
-        if sample is None:
-            if len(args) > 2:
-                sample = args[2]
-            else:
-                raise ValueError(
-                    " missing`sample` as a required keyward argument")
-        if timestep_list is not None:
-            deprecate(
-                "timestep_list",
-                "1.0.0",
-                "Passing `timestep_list` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        if prev_timestep is not None:
-            deprecate(
-                "prev_timestep",
-                "1.0.0",
-                "Passing `prev_timestep` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        sigma_t, sigma_s0, sigma_s1, sigma_s2 = (
-            self.sigmas[self.step_index + 1],  # pyright: ignore
-            self.sigmas[self.step_index],
-            self.sigmas[self.step_index - 1],  # pyright: ignore
-            self.sigmas[self.step_index - 2],  # pyright: ignore
-        )
-
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma_t)
-        alpha_s0, sigma_s0 = self._sigma_to_alpha_sigma_t(sigma_s0)
-        alpha_s1, sigma_s1 = self._sigma_to_alpha_sigma_t(sigma_s1)
-        alpha_s2, sigma_s2 = self._sigma_to_alpha_sigma_t(sigma_s2)
-
-        lambda_t = torch.log(alpha_t) - torch.log(sigma_t)
-        lambda_s0 = torch.log(alpha_s0) - torch.log(sigma_s0)
-        lambda_s1 = torch.log(alpha_s1) - torch.log(sigma_s1)
-        lambda_s2 = torch.log(alpha_s2) - torch.log(sigma_s2)
-
-        m0, m1, m2 = model_output_list[-1], model_output_list[
-            -2], model_output_list[-3]
-
-        h, h_0, h_1 = lambda_t - lambda_s0, lambda_s0 - lambda_s1, lambda_s1 - lambda_s2
-        r0, r1 = h_0 / h, h_1 / h
-        D0 = m0
-        D1_0, D1_1 = (1.0 / r0) * (m0 - m1), (1.0 / r1) * (m1 - m2)
-        D1 = D1_0 + (r0 / (r0 + r1)) * (D1_0 - D1_1)
-        D2 = (1.0 / (r0 + r1)) * (D1_0 - D1_1)
-        if self.config.algorithm_type == "dpmsolver++":
-            # See https://arxiv.org/abs/2206.00927 for detailed derivations
-            x_t = ((sigma_t / sigma_s0) * sample -
-                   (alpha_t * (torch.exp(-h) - 1.0)) * D0 +
-                   (alpha_t * ((torch.exp(-h) - 1.0) / h + 1.0)) * D1 -
-                   (alpha_t * ((torch.exp(-h) - 1.0 + h) / h**2 - 0.5)) * D2)
-        elif self.config.algorithm_type == "dpmsolver":
-            # See https://arxiv.org/abs/2206.00927 for detailed derivations
-            x_t = ((alpha_t / alpha_s0) * sample - (sigma_t *
-                                                    (torch.exp(h) - 1.0)) * D0 -
-                   (sigma_t * ((torch.exp(h) - 1.0) / h - 1.0)) * D1 -
-                   (sigma_t * ((torch.exp(h) - 1.0 - h) / h**2 - 0.5)) * D2)
-        return x_t  # pyright: ignore
-
-    def index_for_timestep(self, timestep, schedule_timesteps=None):
-        if schedule_timesteps is None:
-            schedule_timesteps = self.timesteps
-
-        indices = (schedule_timesteps == timestep).nonzero()
-
-        # The sigma index that is taken for the **very** first `step`
-        # is always the second index (or the last index if there is only 1)
-        # This way we can ensure we don't accidentally skip a sigma in
-        # case we start in the middle of the denoising schedule (e.g. for image-to-image)
-        pos = 1 if len(indices) > 1 else 0
-
-        return indices[pos].item()
-
-    def _init_step_index(self, timestep):
-        """
-        Initialize the step_index counter for the scheduler.
-        """
-
-        if self.begin_index is None:
-            if isinstance(timestep, torch.Tensor):
-                timestep = timestep.to(self.timesteps.device)
-            self._step_index = self.index_for_timestep(timestep)
-        else:
-            self._step_index = self._begin_index
-
-    # Modified from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.step
-    def step(
-        self,
-        model_output: torch.Tensor,
-        timestep: Union[int, torch.Tensor],
-        sample: torch.Tensor,
-        generator=None,
-        variance_noise: Optional[torch.Tensor] = None,
-        return_dict: bool = True,
-    ) -> Union[SchedulerOutput, Tuple]:
-        """
-        Predict the sample from the previous timestep by reversing the SDE. This function propagates the sample with
-        the multistep DPMSolver.
-        Args:
-            model_output (`torch.Tensor`):
-                The direct output from learned diffusion model.
-            timestep (`int`):
-                The current discrete timestep in the diffusion chain.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-            generator (`torch.Generator`, *optional*):
-                A random number generator.
-            variance_noise (`torch.Tensor`):
-                Alternative to generating noise with `generator` by directly providing the noise for the variance
-                itself. Useful for methods such as [`LEdits++`].
-            return_dict (`bool`):
-                Whether or not to return a [`~schedulers.scheduling_utils.SchedulerOutput`] or `tuple`.
-        Returns:
-            [`~schedulers.scheduling_utils.SchedulerOutput`] or `tuple`:
-                If return_dict is `True`, [`~schedulers.scheduling_utils.SchedulerOutput`] is returned, otherwise a
-                tuple is returned where the first element is the sample tensor.
-        """
-        if self.num_inference_steps is None:
-            raise ValueError(
-                "Number of inference steps is 'None', you need to run 'set_timesteps' after creating the scheduler"
-            )
-
-        if self.step_index is None:
-            self._init_step_index(timestep)
-
-        # Improve numerical stability for small number of steps
-        lower_order_final = (self.step_index == len(self.timesteps) - 1) and (
-            self.config.euler_at_final or
-            (self.config.lower_order_final and len(self.timesteps) < 15) or
-            self.config.final_sigmas_type == "zero")
-        lower_order_second = ((self.step_index == len(self.timesteps) - 2) and
-                              self.config.lower_order_final and
-                              len(self.timesteps) < 15)
-
-        model_output = self.convert_model_output(model_output, sample=sample)
-        for i in range(self.config.solver_order - 1):
-            self.model_outputs[i] = self.model_outputs[i + 1]
-        self.model_outputs[-1] = model_output
-
-        # Upcast to avoid precision issues when computing prev_sample
-        sample = sample.to(torch.float32)
-        if self.config.algorithm_type in ["sde-dpmsolver", "sde-dpmsolver++"
-                                         ] and variance_noise is None:
-            noise = randn_tensor(
-                model_output.shape,
-                generator=generator,
-                device=model_output.device,
-                dtype=torch.float32)
-        elif self.config.algorithm_type in ["sde-dpmsolver", "sde-dpmsolver++"]:
-            noise = variance_noise.to(
-                device=model_output.device,
-                dtype=torch.float32)  # pyright: ignore
-        else:
-            noise = None
-
-        if self.config.solver_order == 1 or self.lower_order_nums < 1 or lower_order_final:
-            prev_sample = self.dpm_solver_first_order_update(
-                model_output, sample=sample, noise=noise)
-        elif self.config.solver_order == 2 or self.lower_order_nums < 2 or lower_order_second:
-            prev_sample = self.multistep_dpm_solver_second_order_update(
-                self.model_outputs, sample=sample, noise=noise)
-        else:
-            prev_sample = self.multistep_dpm_solver_third_order_update(
-                self.model_outputs, sample=sample)
-
-        if self.lower_order_nums < self.config.solver_order:
-            self.lower_order_nums += 1
-
-        # Cast sample back to expected dtype
-        prev_sample = prev_sample.to(model_output.dtype)
-
-        # upon completion increase step index by one
-        self._step_index += 1  # pyright: ignore
-
-        if not return_dict:
-            return (prev_sample,)
-
-        return SchedulerOutput(prev_sample=prev_sample)
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.scale_model_input
-    def scale_model_input(self, sample: torch.Tensor, *args,
-                          **kwargs) -> torch.Tensor:
-        """
-        Ensures interchangeability with schedulers that need to scale the denoising model input depending on the
-        current timestep.
-        Args:
-            sample (`torch.Tensor`):
-                The input sample.
-        Returns:
-            `torch.Tensor`:
-                A scaled input sample.
-        """
-        return sample
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.scale_model_input
-    def add_noise(
-        self,
-        original_samples: torch.Tensor,
-        noise: torch.Tensor,
-        timesteps: torch.IntTensor,
-    ) -> torch.Tensor:
-        # Make sure sigmas and timesteps have the same device and dtype as original_samples
-        sigmas = self.sigmas.to(
-            device=original_samples.device, dtype=original_samples.dtype)
-        if original_samples.device.type == "mps" and torch.is_floating_point(
-                timesteps):
-            # mps does not support float64
-            schedule_timesteps = self.timesteps.to(
-                original_samples.device, dtype=torch.float32)
-            timesteps = timesteps.to(
-                original_samples.device, dtype=torch.float32)
-        else:
-            schedule_timesteps = self.timesteps.to(original_samples.device)
-            timesteps = timesteps.to(original_samples.device)
-
-        # begin_index is None when the scheduler is used for training or pipeline does not implement set_begin_index
-        if self.begin_index is None:
-            step_indices = [
-                self.index_for_timestep(t, schedule_timesteps)
-                for t in timesteps
-            ]
-        elif self.step_index is not None:
-            # add_noise is called after first denoising step (for inpainting)
-            step_indices = [self.step_index] * timesteps.shape[0]
-        else:
-            # add noise is called before first denoising step to create initial latent(img2img)
-            step_indices = [self.begin_index] * timesteps.shape[0]
-
-        sigma = sigmas[step_indices].flatten()
-        while len(sigma.shape) < len(original_samples.shape):
-            sigma = sigma.unsqueeze(-1)
-
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma)
-        noisy_samples = alpha_t * original_samples + sigma_t * noise
-        return noisy_samples
-
-    def __len__(self):
-        return self.config.num_train_timesteps
diff --git a/wanvideo/utils/fm_solvers_unipc.py b/wanvideo/utils/fm_solvers_unipc.py
deleted file mode 100644
index 57321ba..0000000
--- a/wanvideo/utils/fm_solvers_unipc.py
+++ /dev/null
@@ -1,800 +0,0 @@
-# Copied from https://github.com/huggingface/diffusers/blob/v0.31.0/src/diffusers/schedulers/scheduling_unipc_multistep.py
-# Convert unipc for flow matching
-# Copyright 2024-2025 The Alibaba Wan Team Authors. All rights reserved.
-
-import math
-from typing import List, Optional, Tuple, Union
-
-import numpy as np
-import torch
-from diffusers.configuration_utils import ConfigMixin, register_to_config
-from diffusers.schedulers.scheduling_utils import (KarrasDiffusionSchedulers,
-                                                   SchedulerMixin,
-                                                   SchedulerOutput)
-from diffusers.utils import deprecate, is_scipy_available
-
-if is_scipy_available():
-    import scipy.stats
-
-
-class FlowUniPCMultistepScheduler(SchedulerMixin, ConfigMixin):
-    """
-    `UniPCMultistepScheduler` is a training-free framework designed for the fast sampling of diffusion models.
-
-    This model inherits from [`SchedulerMixin`] and [`ConfigMixin`]. Check the superclass documentation for the generic
-    methods the library implements for all schedulers such as loading and saving.
-
-    Args:
-        num_train_timesteps (`int`, defaults to 1000):
-            The number of diffusion steps to train the model.
-        solver_order (`int`, default `2`):
-            The UniPC order which can be any positive integer. The effective order of accuracy is `solver_order + 1`
-            due to the UniC. It is recommended to use `solver_order=2` for guided sampling, and `solver_order=3` for
-            unconditional sampling.
-        prediction_type (`str`, defaults to "flow_prediction"):
-            Prediction type of the scheduler function; must be `flow_prediction` for this scheduler, which predicts
-            the flow of the diffusion process.
-        thresholding (`bool`, defaults to `False`):
-            Whether to use the "dynamic thresholding" method. This is unsuitable for latent-space diffusion models such
-            as Stable Diffusion.
-        dynamic_thresholding_ratio (`float`, defaults to 0.995):
-            The ratio for the dynamic thresholding method. Valid only when `thresholding=True`.
-        sample_max_value (`float`, defaults to 1.0):
-            The threshold value for dynamic thresholding. Valid only when `thresholding=True` and `predict_x0=True`.
-        predict_x0 (`bool`, defaults to `True`):
-            Whether to use the updating algorithm on the predicted x0.
-        solver_type (`str`, default `bh2`):
-            Solver type for UniPC. It is recommended to use `bh1` for unconditional sampling when steps < 10, and `bh2`
-            otherwise.
-        lower_order_final (`bool`, default `True`):
-            Whether to use lower-order solvers in the final steps. Only valid for < 15 inference steps. This can
-            stabilize the sampling of DPMSolver for steps < 15, especially for steps <= 10.
-        disable_corrector (`list`, default `[]`):
-            Decides which step to disable the corrector to mitigate the misalignment between `epsilon_theta(x_t, c)`
-            and `epsilon_theta(x_t^c, c)` which can influence convergence for a large guidance scale. Corrector is
-            usually disabled during the first few steps.
-        solver_p (`SchedulerMixin`, default `None`):
-            Any other scheduler that if specified, the algorithm becomes `solver_p + UniC`.
-        use_karras_sigmas (`bool`, *optional*, defaults to `False`):
-            Whether to use Karras sigmas for step sizes in the noise schedule during the sampling process. If `True`,
-            the sigmas are determined according to a sequence of noise levels {σi}.
-        use_exponential_sigmas (`bool`, *optional*, defaults to `False`):
-            Whether to use exponential sigmas for step sizes in the noise schedule during the sampling process.
-        timestep_spacing (`str`, defaults to `"linspace"`):
-            The way the timesteps should be scaled. Refer to Table 2 of the [Common Diffusion Noise Schedules and
-            Sample Steps are Flawed](https://huggingface.co/papers/2305.08891) for more information.
-        steps_offset (`int`, defaults to 0):
-            An offset added to the inference steps, as required by some model families.
-        final_sigmas_type (`str`, defaults to `"zero"`):
-            The final `sigma` value for the noise schedule during the sampling process. If `"sigma_min"`, the final
-            sigma is the same as the last sigma in the training schedule. If `zero`, the final sigma is set to 0.
-    """
-
-    _compatibles = [e.name for e in KarrasDiffusionSchedulers]
-    order = 1
-
-    @register_to_config
-    def __init__(
-            self,
-            num_train_timesteps: int = 1000,
-            solver_order: int = 2,
-            prediction_type: str = "flow_prediction",
-            shift: Optional[float] = 1.0,
-            use_dynamic_shifting=False,
-            thresholding: bool = False,
-            dynamic_thresholding_ratio: float = 0.995,
-            sample_max_value: float = 1.0,
-            predict_x0: bool = True,
-            solver_type: str = "bh2",
-            lower_order_final: bool = True,
-            disable_corrector: List[int] = [],
-            solver_p: SchedulerMixin = None,
-            timestep_spacing: str = "linspace",
-            steps_offset: int = 0,
-            final_sigmas_type: Optional[str] = "zero",  # "zero", "sigma_min"
-    ):
-
-        if solver_type not in ["bh1", "bh2"]:
-            if solver_type in ["midpoint", "heun", "logrho"]:
-                self.register_to_config(solver_type="bh2")
-            else:
-                raise NotImplementedError(
-                    f"{solver_type} is not implemented for {self.__class__}")
-
-        self.predict_x0 = predict_x0
-        # setable values
-        self.num_inference_steps = None
-        alphas = np.linspace(1, 1 / num_train_timesteps,
-                             num_train_timesteps)[::-1].copy()
-        sigmas = 1.0 - alphas
-        sigmas = torch.from_numpy(sigmas).to(dtype=torch.float32)
-
-        if not use_dynamic_shifting:
-            # when use_dynamic_shifting is True, we apply the timestep shifting on the fly based on the image resolution
-            sigmas = shift * sigmas / (1 +
-                                       (shift - 1) * sigmas)  # pyright: ignore
-
-        self.sigmas = sigmas
-        self.timesteps = sigmas * num_train_timesteps
-
-        self.model_outputs = [None] * solver_order
-        self.timestep_list = [None] * solver_order
-        self.lower_order_nums = 0
-        self.disable_corrector = disable_corrector
-        self.solver_p = solver_p
-        self.last_sample = None
-        self._step_index = None
-        self._begin_index = None
-
-        self.sigmas = self.sigmas.to(
-            "cpu")  # to avoid too much CPU/GPU communication
-        self.sigma_min = self.sigmas[-1].item()
-        self.sigma_max = self.sigmas[0].item()
-
-    @property
-    def step_index(self):
-        """
-        The index counter for current timestep. It will increase 1 after each scheduler step.
-        """
-        return self._step_index
-
-    @property
-    def begin_index(self):
-        """
-        The index for the first timestep. It should be set from pipeline with `set_begin_index` method.
-        """
-        return self._begin_index
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.set_begin_index
-    def set_begin_index(self, begin_index: int = 0):
-        """
-        Sets the begin index for the scheduler. This function should be run from pipeline before the inference.
-
-        Args:
-            begin_index (`int`):
-                The begin index for the scheduler.
-        """
-        self._begin_index = begin_index
-
-    # Modified from diffusers.schedulers.scheduling_flow_match_euler_discrete.FlowMatchEulerDiscreteScheduler.set_timesteps
-    def set_timesteps(
-        self,
-        num_inference_steps: Union[int, None] = None,
-        device: Union[str, torch.device] = None,
-        sigmas: Optional[List[float]] = None,
-        mu: Optional[Union[float, None]] = None,
-        shift: Optional[Union[float, None]] = None,
-    ):
-        """
-        Sets the discrete timesteps used for the diffusion chain (to be run before inference).
-        Args:
-            num_inference_steps (`int`):
-                Total number of the spacing of the time steps.
-            device (`str` or `torch.device`, *optional*):
-                The device to which the timesteps should be moved to. If `None`, the timesteps are not moved.
-        """
-
-        if self.config.use_dynamic_shifting and mu is None:
-            raise ValueError(
-                " you have to pass a value for `mu` when `use_dynamic_shifting` is set to be `True`"
-            )
-
-        if sigmas is None:
-            sigmas = np.linspace(self.sigma_max, self.sigma_min,
-                                 num_inference_steps +
-                                 1).copy()[:-1]  # pyright: ignore
-
-        if self.config.use_dynamic_shifting:
-            sigmas = self.time_shift(mu, 1.0, sigmas)  # pyright: ignore
-        else:
-            if shift is None:
-                shift = self.config.shift
-            sigmas = shift * sigmas / (1 +
-                                       (shift - 1) * sigmas)  # pyright: ignore
-
-        if self.config.final_sigmas_type == "sigma_min":
-            sigma_last = ((1 - self.alphas_cumprod[0]) /
-                          self.alphas_cumprod[0])**0.5
-        elif self.config.final_sigmas_type == "zero":
-            sigma_last = 0
-        else:
-            raise ValueError(
-                f"`final_sigmas_type` must be one of 'zero', or 'sigma_min', but got {self.config.final_sigmas_type}"
-            )
-
-        timesteps = sigmas * self.config.num_train_timesteps
-        sigmas = np.concatenate([sigmas, [sigma_last]
-                                ]).astype(np.float32)  # pyright: ignore
-
-        self.sigmas = torch.from_numpy(sigmas)
-        self.timesteps = torch.from_numpy(timesteps).to(
-            device=device, dtype=torch.int64)
-
-        self.num_inference_steps = len(timesteps)
-
-        self.model_outputs = [
-            None,
-        ] * self.config.solver_order
-        self.lower_order_nums = 0
-        self.last_sample = None
-        if self.solver_p:
-            self.solver_p.set_timesteps(self.num_inference_steps, device=device)
-
-        # add an index counter for schedulers that allow duplicated timesteps
-        self._step_index = None
-        self._begin_index = None
-        self.sigmas = self.sigmas.to(
-            "cpu")  # to avoid too much CPU/GPU communication
-
-    # Copied from diffusers.schedulers.scheduling_ddpm.DDPMScheduler._threshold_sample
-    def _threshold_sample(self, sample: torch.Tensor) -> torch.Tensor:
-        """
-        "Dynamic thresholding: At each sampling step we set s to a certain percentile absolute pixel value in xt0 (the
-        prediction of x_0 at timestep t), and if s > 1, then we threshold xt0 to the range [-s, s] and then divide by
-        s. Dynamic thresholding pushes saturated pixels (those near -1 and 1) inwards, thereby actively preventing
-        pixels from saturation at each step. We find that dynamic thresholding results in significantly better
-        photorealism as well as better image-text alignment, especially when using very large guidance weights."
-
-        https://arxiv.org/abs/2205.11487
-        """
-        dtype = sample.dtype
-        batch_size, channels, *remaining_dims = sample.shape
-
-        if dtype not in (torch.float32, torch.float64):
-            sample = sample.float(
-            )  # upcast for quantile calculation, and clamp not implemented for cpu half
-
-        # Flatten sample for doing quantile calculation along each image
-        sample = sample.reshape(batch_size, channels * np.prod(remaining_dims))
-
-        abs_sample = sample.abs()  # "a certain percentile absolute pixel value"
-
-        s = torch.quantile(
-            abs_sample, self.config.dynamic_thresholding_ratio, dim=1)
-        s = torch.clamp(
-            s, min=1, max=self.config.sample_max_value
-        )  # When clamped to min=1, equivalent to standard clipping to [-1, 1]
-        s = s.unsqueeze(
-            1)  # (batch_size, 1) because clamp will broadcast along dim=0
-        sample = torch.clamp(
-            sample, -s, s
-        ) / s  # "we threshold xt0 to the range [-s, s] and then divide by s"
-
-        sample = sample.reshape(batch_size, channels, *remaining_dims)
-        sample = sample.to(dtype)
-
-        return sample
-
-    # Copied from diffusers.schedulers.scheduling_flow_match_euler_discrete.FlowMatchEulerDiscreteScheduler._sigma_to_t
-    def _sigma_to_t(self, sigma):
-        return sigma * self.config.num_train_timesteps
-
-    def _sigma_to_alpha_sigma_t(self, sigma):
-        return 1 - sigma, sigma
-
-    # Copied from diffusers.schedulers.scheduling_flow_match_euler_discrete.set_timesteps
-    def time_shift(self, mu: float, sigma: float, t: torch.Tensor):
-        return math.exp(mu) / (math.exp(mu) + (1 / t - 1)**sigma)
-
-    def convert_model_output(
-        self,
-        model_output: torch.Tensor,
-        *args,
-        sample: torch.Tensor = None,
-        **kwargs,
-    ) -> torch.Tensor:
-        r"""
-        Convert the model output to the corresponding type the UniPC algorithm needs.
-
-        Args:
-            model_output (`torch.Tensor`):
-                The direct output from the learned diffusion model.
-            timestep (`int`):
-                The current discrete timestep in the diffusion chain.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-
-        Returns:
-            `torch.Tensor`:
-                The converted model output.
-        """
-        timestep = args[0] if len(args) > 0 else kwargs.pop("timestep", None)
-        if sample is None:
-            if len(args) > 1:
-                sample = args[1]
-            else:
-                raise ValueError(
-                    "missing `sample` as a required keyward argument")
-        if timestep is not None:
-            deprecate(
-                "timesteps",
-                "1.0.0",
-                "Passing `timesteps` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        sigma = self.sigmas[self.step_index]
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma)
-
-        if self.predict_x0:
-            if self.config.prediction_type == "flow_prediction":
-                sigma_t = self.sigmas[self.step_index]
-                x0_pred = sample - sigma_t * model_output
-            else:
-                raise ValueError(
-                    f"prediction_type given as {self.config.prediction_type} must be one of `epsilon`, `sample`,"
-                    " `v_prediction` or `flow_prediction` for the UniPCMultistepScheduler."
-                )
-
-            if self.config.thresholding:
-                x0_pred = self._threshold_sample(x0_pred)
-
-            return x0_pred
-        else:
-            if self.config.prediction_type == "flow_prediction":
-                sigma_t = self.sigmas[self.step_index]
-                epsilon = sample - (1 - sigma_t) * model_output
-            else:
-                raise ValueError(
-                    f"prediction_type given as {self.config.prediction_type} must be one of `epsilon`, `sample`,"
-                    " `v_prediction` or `flow_prediction` for the UniPCMultistepScheduler."
-                )
-
-            if self.config.thresholding:
-                sigma_t = self.sigmas[self.step_index]
-                x0_pred = sample - sigma_t * model_output
-                x0_pred = self._threshold_sample(x0_pred)
-                epsilon = model_output + x0_pred
-
-            return epsilon
-
-    def multistep_uni_p_bh_update(
-        self,
-        model_output: torch.Tensor,
-        *args,
-        sample: torch.Tensor = None,
-        order: int = None,  # pyright: ignore
-        **kwargs,
-    ) -> torch.Tensor:
-        """
-        One step for the UniP (B(h) version). Alternatively, `self.solver_p` is used if is specified.
-
-        Args:
-            model_output (`torch.Tensor`):
-                The direct output from the learned diffusion model at the current timestep.
-            prev_timestep (`int`):
-                The previous discrete timestep in the diffusion chain.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-            order (`int`):
-                The order of UniP at this timestep (corresponds to the *p* in UniPC-p).
-
-        Returns:
-            `torch.Tensor`:
-                The sample tensor at the previous timestep.
-        """
-        prev_timestep = args[0] if len(args) > 0 else kwargs.pop(
-            "prev_timestep", None)
-        if sample is None:
-            if len(args) > 1:
-                sample = args[1]
-            else:
-                raise ValueError(
-                    " missing `sample` as a required keyward argument")
-        if order is None:
-            if len(args) > 2:
-                order = args[2]
-            else:
-                raise ValueError(
-                    " missing `order` as a required keyward argument")
-        if prev_timestep is not None:
-            deprecate(
-                "prev_timestep",
-                "1.0.0",
-                "Passing `prev_timestep` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-        model_output_list = self.model_outputs
-
-        s0 = self.timestep_list[-1]
-        m0 = model_output_list[-1]
-        x = sample
-
-        if self.solver_p:
-            x_t = self.solver_p.step(model_output, s0, x).prev_sample
-            return x_t
-
-        sigma_t, sigma_s0 = self.sigmas[self.step_index + 1], self.sigmas[
-            self.step_index]  # pyright: ignore
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma_t)
-        alpha_s0, sigma_s0 = self._sigma_to_alpha_sigma_t(sigma_s0)
-
-        lambda_t = torch.log(alpha_t) - torch.log(sigma_t)
-        lambda_s0 = torch.log(alpha_s0) - torch.log(sigma_s0)
-
-        h = lambda_t - lambda_s0
-        device = sample.device
-
-        rks = []
-        D1s = []
-        for i in range(1, order):
-            si = self.step_index - i  # pyright: ignore
-            mi = model_output_list[-(i + 1)]
-            alpha_si, sigma_si = self._sigma_to_alpha_sigma_t(self.sigmas[si])
-            lambda_si = torch.log(alpha_si) - torch.log(sigma_si)
-            rk = (lambda_si - lambda_s0) / h
-            rks.append(rk)
-            D1s.append((mi - m0) / rk)  # pyright: ignore
-
-        rks.append(1.0)
-        rks = torch.tensor(rks, device=device)
-
-        R = []
-        b = []
-
-        hh = -h if self.predict_x0 else h
-        h_phi_1 = torch.expm1(hh)  # h\phi_1(h) = e^h - 1
-        h_phi_k = h_phi_1 / hh - 1
-
-        factorial_i = 1
-
-        if self.config.solver_type == "bh1":
-            B_h = hh
-        elif self.config.solver_type == "bh2":
-            B_h = torch.expm1(hh)
-        else:
-            raise NotImplementedError()
-
-        for i in range(1, order + 1):
-            R.append(torch.pow(rks, i - 1))
-            b.append(h_phi_k * factorial_i / B_h)
-            factorial_i *= i + 1
-            h_phi_k = h_phi_k / hh - 1 / factorial_i
-
-        R = torch.stack(R)
-        b = torch.tensor(b, device=device)
-
-        if len(D1s) > 0:
-            D1s = torch.stack(D1s, dim=1)  # (B, K)
-            # for order 2, we use a simplified version
-            if order == 2:
-                rhos_p = torch.tensor([0.5], dtype=x.dtype, device=device)
-            else:
-                rhos_p = torch.linalg.solve(R[:-1, :-1],
-                                            b[:-1]).to(device).to(x.dtype)
-        else:
-            D1s = None
-
-        if self.predict_x0:
-            x_t_ = sigma_t / sigma_s0 * x - alpha_t * h_phi_1 * m0
-            if D1s is not None:
-                pred_res = torch.einsum("k,bkc...->bc...", rhos_p,
-                                        D1s)  # pyright: ignore
-            else:
-                pred_res = 0
-            x_t = x_t_ - alpha_t * B_h * pred_res
-        else:
-            x_t_ = alpha_t / alpha_s0 * x - sigma_t * h_phi_1 * m0
-            if D1s is not None:
-                pred_res = torch.einsum("k,bkc...->bc...", rhos_p,
-                                        D1s)  # pyright: ignore
-            else:
-                pred_res = 0
-            x_t = x_t_ - sigma_t * B_h * pred_res
-
-        x_t = x_t.to(x.dtype)
-        return x_t
-
-    def multistep_uni_c_bh_update(
-        self,
-        this_model_output: torch.Tensor,
-        *args,
-        last_sample: torch.Tensor = None,
-        this_sample: torch.Tensor = None,
-        order: int = None,  # pyright: ignore
-        **kwargs,
-    ) -> torch.Tensor:
-        """
-        One step for the UniC (B(h) version).
-
-        Args:
-            this_model_output (`torch.Tensor`):
-                The model outputs at `x_t`.
-            this_timestep (`int`):
-                The current timestep `t`.
-            last_sample (`torch.Tensor`):
-                The generated sample before the last predictor `x_{t-1}`.
-            this_sample (`torch.Tensor`):
-                The generated sample after the last predictor `x_{t}`.
-            order (`int`):
-                The `p` of UniC-p at this step. The effective order of accuracy should be `order + 1`.
-
-        Returns:
-            `torch.Tensor`:
-                The corrected sample tensor at the current timestep.
-        """
-        this_timestep = args[0] if len(args) > 0 else kwargs.pop(
-            "this_timestep", None)
-        if last_sample is None:
-            if len(args) > 1:
-                last_sample = args[1]
-            else:
-                raise ValueError(
-                    " missing`last_sample` as a required keyward argument")
-        if this_sample is None:
-            if len(args) > 2:
-                this_sample = args[2]
-            else:
-                raise ValueError(
-                    " missing`this_sample` as a required keyward argument")
-        if order is None:
-            if len(args) > 3:
-                order = args[3]
-            else:
-                raise ValueError(
-                    " missing`order` as a required keyward argument")
-        if this_timestep is not None:
-            deprecate(
-                "this_timestep",
-                "1.0.0",
-                "Passing `this_timestep` is deprecated and has no effect as model output conversion is now handled via an internal counter `self.step_index`",
-            )
-
-        model_output_list = self.model_outputs
-
-        m0 = model_output_list[-1]
-        x = last_sample
-        x_t = this_sample
-        model_t = this_model_output
-
-        sigma_t, sigma_s0 = self.sigmas[self.step_index], self.sigmas[
-            self.step_index - 1]  # pyright: ignore
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma_t)
-        alpha_s0, sigma_s0 = self._sigma_to_alpha_sigma_t(sigma_s0)
-
-        lambda_t = torch.log(alpha_t) - torch.log(sigma_t)
-        lambda_s0 = torch.log(alpha_s0) - torch.log(sigma_s0)
-
-        h = lambda_t - lambda_s0
-        device = this_sample.device
-
-        rks = []
-        D1s = []
-        for i in range(1, order):
-            si = self.step_index - (i + 1)  # pyright: ignore
-            mi = model_output_list[-(i + 1)]
-            alpha_si, sigma_si = self._sigma_to_alpha_sigma_t(self.sigmas[si])
-            lambda_si = torch.log(alpha_si) - torch.log(sigma_si)
-            rk = (lambda_si - lambda_s0) / h
-            rks.append(rk)
-            D1s.append((mi - m0) / rk)  # pyright: ignore
-
-        rks.append(1.0)
-        rks = torch.tensor(rks, device=device)
-
-        R = []
-        b = []
-
-        hh = -h if self.predict_x0 else h
-        h_phi_1 = torch.expm1(hh)  # h\phi_1(h) = e^h - 1
-        h_phi_k = h_phi_1 / hh - 1
-
-        factorial_i = 1
-
-        if self.config.solver_type == "bh1":
-            B_h = hh
-        elif self.config.solver_type == "bh2":
-            B_h = torch.expm1(hh)
-        else:
-            raise NotImplementedError()
-
-        for i in range(1, order + 1):
-            R.append(torch.pow(rks, i - 1))
-            b.append(h_phi_k * factorial_i / B_h)
-            factorial_i *= i + 1
-            h_phi_k = h_phi_k / hh - 1 / factorial_i
-
-        R = torch.stack(R)
-        b = torch.tensor(b, device=device)
-
-        if len(D1s) > 0:
-            D1s = torch.stack(D1s, dim=1)
-        else:
-            D1s = None
-
-        # for order 1, we use a simplified version
-        if order == 1:
-            rhos_c = torch.tensor([0.5], dtype=x.dtype, device=device)
-        else:
-            rhos_c = torch.linalg.solve(R, b).to(device).to(x.dtype)
-
-        if self.predict_x0:
-            x_t_ = sigma_t / sigma_s0 * x - alpha_t * h_phi_1 * m0
-            if D1s is not None:
-                corr_res = torch.einsum("k,bkc...->bc...", rhos_c[:-1], D1s)
-            else:
-                corr_res = 0
-            D1_t = model_t - m0
-            x_t = x_t_ - alpha_t * B_h * (corr_res + rhos_c[-1] * D1_t)
-        else:
-            x_t_ = alpha_t / alpha_s0 * x - sigma_t * h_phi_1 * m0
-            if D1s is not None:
-                corr_res = torch.einsum("k,bkc...->bc...", rhos_c[:-1], D1s)
-            else:
-                corr_res = 0
-            D1_t = model_t - m0
-            x_t = x_t_ - sigma_t * B_h * (corr_res + rhos_c[-1] * D1_t)
-        x_t = x_t.to(x.dtype)
-        return x_t
-
-    def index_for_timestep(self, timestep, schedule_timesteps=None):
-        if schedule_timesteps is None:
-            schedule_timesteps = self.timesteps
-
-        indices = (schedule_timesteps == timestep).nonzero()
-
-        # The sigma index that is taken for the **very** first `step`
-        # is always the second index (or the last index if there is only 1)
-        # This way we can ensure we don't accidentally skip a sigma in
-        # case we start in the middle of the denoising schedule (e.g. for image-to-image)
-        pos = 1 if len(indices) > 1 else 0
-
-        return indices[pos].item()
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler._init_step_index
-    def _init_step_index(self, timestep):
-        """
-        Initialize the step_index counter for the scheduler.
-        """
-
-        if self.begin_index is None:
-            if isinstance(timestep, torch.Tensor):
-                timestep = timestep.to(self.timesteps.device)
-            self._step_index = self.index_for_timestep(timestep)
-        else:
-            self._step_index = self._begin_index
-
-    def step(self,
-             model_output: torch.Tensor,
-             timestep: Union[int, torch.Tensor],
-             sample: torch.Tensor,
-             return_dict: bool = True,
-             generator=None) -> Union[SchedulerOutput, Tuple]:
-        """
-        Predict the sample from the previous timestep by reversing the SDE. This function propagates the sample with
-        the multistep UniPC.
-
-        Args:
-            model_output (`torch.Tensor`):
-                The direct output from learned diffusion model.
-            timestep (`int`):
-                The current discrete timestep in the diffusion chain.
-            sample (`torch.Tensor`):
-                A current instance of a sample created by the diffusion process.
-            return_dict (`bool`):
-                Whether or not to return a [`~schedulers.scheduling_utils.SchedulerOutput`] or `tuple`.
-
-        Returns:
-            [`~schedulers.scheduling_utils.SchedulerOutput`] or `tuple`:
-                If return_dict is `True`, [`~schedulers.scheduling_utils.SchedulerOutput`] is returned, otherwise a
-                tuple is returned where the first element is the sample tensor.
-
-        """
-        if self.num_inference_steps is None:
-            raise ValueError(
-                "Number of inference steps is 'None', you need to run 'set_timesteps' after creating the scheduler"
-            )
-
-        if self.step_index is None:
-            self._init_step_index(timestep)
-
-        use_corrector = (
-            self.step_index > 0 and
-            self.step_index - 1 not in self.disable_corrector and
-            self.last_sample is not None  # pyright: ignore
-        )
-
-        model_output_convert = self.convert_model_output(
-            model_output, sample=sample)
-        if use_corrector:
-            sample = self.multistep_uni_c_bh_update(
-                this_model_output=model_output_convert,
-                last_sample=self.last_sample,
-                this_sample=sample,
-                order=self.this_order,
-            )
-
-        for i in range(self.config.solver_order - 1):
-            self.model_outputs[i] = self.model_outputs[i + 1]
-            self.timestep_list[i] = self.timestep_list[i + 1]
-
-        self.model_outputs[-1] = model_output_convert
-        self.timestep_list[-1] = timestep  # pyright: ignore
-
-        if self.config.lower_order_final:
-            this_order = min(self.config.solver_order,
-                             len(self.timesteps) -
-                             self.step_index)  # pyright: ignore
-        else:
-            this_order = self.config.solver_order
-
-        self.this_order = min(this_order,
-                              self.lower_order_nums + 1)  # warmup for multistep
-        assert self.this_order > 0
-
-        self.last_sample = sample
-        prev_sample = self.multistep_uni_p_bh_update(
-            model_output=model_output,  # pass the original non-converted model output, in case solver-p is used
-            sample=sample,
-            order=self.this_order,
-        )
-
-        if self.lower_order_nums < self.config.solver_order:
-            self.lower_order_nums += 1
-
-        # upon completion increase step index by one
-        self._step_index += 1  # pyright: ignore
-
-        if not return_dict:
-            return (prev_sample,)
-
-        return SchedulerOutput(prev_sample=prev_sample)
-
-    def scale_model_input(self, sample: torch.Tensor, *args,
-                          **kwargs) -> torch.Tensor:
-        """
-        Ensures interchangeability with schedulers that need to scale the denoising model input depending on the
-        current timestep.
-
-        Args:
-            sample (`torch.Tensor`):
-                The input sample.
-
-        Returns:
-            `torch.Tensor`:
-                A scaled input sample.
-        """
-        return sample
-
-    # Copied from diffusers.schedulers.scheduling_dpmsolver_multistep.DPMSolverMultistepScheduler.add_noise
-    def add_noise(
-        self,
-        original_samples: torch.Tensor,
-        noise: torch.Tensor,
-        timesteps: torch.IntTensor,
-    ) -> torch.Tensor:
-        # Make sure sigmas and timesteps have the same device and dtype as original_samples
-        sigmas = self.sigmas.to(
-            device=original_samples.device, dtype=original_samples.dtype)
-        if original_samples.device.type == "mps" and torch.is_floating_point(
-                timesteps):
-            # mps does not support float64
-            schedule_timesteps = self.timesteps.to(
-                original_samples.device, dtype=torch.float32)
-            timesteps = timesteps.to(
-                original_samples.device, dtype=torch.float32)
-        else:
-            schedule_timesteps = self.timesteps.to(original_samples.device)
-            timesteps = timesteps.to(original_samples.device)
-
-        # begin_index is None when the scheduler is used for training or pipeline does not implement set_begin_index
-        if self.begin_index is None:
-            step_indices = [
-                self.index_for_timestep(t, schedule_timesteps)
-                for t in timesteps
-            ]
-        elif self.step_index is not None:
-            # add_noise is called after first denoising step (for inpainting)
-            step_indices = [self.step_index] * timesteps.shape[0]
-        else:
-            # add noise is called before first denoising step to create initial latent(img2img)
-            step_indices = [self.begin_index] * timesteps.shape[0]
-
-        sigma = sigmas[step_indices].flatten()
-        while len(sigma.shape) < len(original_samples.shape):
-            sigma = sigma.unsqueeze(-1)
-
-        alpha_t, sigma_t = self._sigma_to_alpha_sigma_t(sigma)
-        noisy_samples = alpha_t * original_samples + sigma_t * noise
-        return noisy_samples
-
-    def __len__(self):
-        return self.config.num_train_timesteps
diff --git a/wanvideo/wan_video_vae_SE.py b/wanvideo/wan_video_vae_SE.py
deleted file mode 100644
index 5fd060a..0000000
--- a/wanvideo/wan_video_vae_SE.py
+++ /dev/null
@@ -1,901 +0,0 @@
-from einops import rearrange, repeat
-
-import torch
-import torch.nn as nn
-import torch.nn.functional as F
-from tqdm import tqdm
-
-CACHE_T = 2
-
-
-def check_is_instance(model, module_class):
-    if isinstance(model, module_class):
-        return True
-    if hasattr(model, "module") and isinstance(model.module, module_class):
-        return True
-    return False
-
-
-def block_causal_mask(x, block_size):
-    # params
-    b, n, s, _, device = *x.size(), x.device
-    assert s % block_size == 0
-    num_blocks = s // block_size
-
-    # build mask
-    mask = torch.zeros(b, n, s, s, dtype=torch.bool, device=device)
-    for i in range(num_blocks):
-        mask[:, :,
-             i * block_size:(i + 1) * block_size, :(i + 1) * block_size] = 1
-    return mask
-
-
-class CausalConv3d(nn.Conv3d):
-    """
-    Causal 3d convolusion.
-    """
-
-    def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
-        self._padding = (self.padding[2], self.padding[2], self.padding[1],
-                         self.padding[1], 2 * self.padding[0], 0)
-        self.padding = (0, 0, 0)
-
-    def forward(self, x, cache_x=None):
-        padding = list(self._padding)
-        if cache_x is not None and self._padding[4] > 0:
-            cache_x = cache_x.to(x.device)
-            x = torch.cat([cache_x, x], dim=2)
-            padding[4] -= cache_x.shape[2]
-        x = F.pad(x, padding)
-
-        return super().forward(x)
-
-
-class RMS_norm(nn.Module):
-
-    def __init__(self, dim, channel_first=True, images=True, bias=False):
-        super().__init__()
-        broadcastable_dims = (1, 1, 1) if not images else (1, 1)
-        shape = (dim, *broadcastable_dims) if channel_first else (dim,)
-
-        self.channel_first = channel_first
-        self.scale = dim**0.5
-        self.gamma = nn.Parameter(torch.ones(shape))
-        self.bias = nn.Parameter(torch.zeros(shape)) if bias else 0.
-
-    def forward(self, x):
-        return F.normalize(
-            x, dim=(1 if self.channel_first else
-                    -1)) * self.scale * self.gamma + self.bias
-
-
-class Upsample(nn.Upsample):
-
-    def forward(self, x):
-        """
-        Fix bfloat16 support for nearest neighbor interpolation.
-        """
-        return super().forward(x.float()).type_as(x)
-
-
-class Resample(nn.Module):
-
-    def __init__(self, dim, mode):
-        assert mode in ('none', 'upsample2d', 'upsample3d', 'downsample2d',
-                        'downsample3d')
-        super().__init__()
-        self.dim = dim
-        self.mode = mode
-
-        # layers
-        if mode == 'upsample2d':
-            self.resample = nn.Sequential(
-                Upsample(scale_factor=(2., 2.), mode='nearest-exact'),
-                nn.Conv2d(dim, dim // 2, 3, padding=1))
-        elif mode == 'upsample3d':
-            self.resample = nn.Sequential(
-                Upsample(scale_factor=(2., 2.), mode='nearest-exact'),
-                nn.Conv2d(dim, dim // 2, 3, padding=1))
-            self.time_conv = CausalConv3d(dim,
-                                          dim * 2, (3, 1, 1),
-                                          padding=(1, 0, 0))
-
-        elif mode == 'downsample2d':
-            self.resample = nn.Sequential(
-                nn.ZeroPad2d((0, 1, 0, 1)),
-                nn.Conv2d(dim, dim, 3, stride=(2, 2)))
-        elif mode == 'downsample3d':
-            self.resample = nn.Sequential(
-                nn.ZeroPad2d((0, 1, 0, 1)),
-                nn.Conv2d(dim, dim, 3, stride=(2, 2)))
-            self.time_conv = CausalConv3d(dim,
-                                          dim, (3, 1, 1),
-                                          stride=(2, 1, 1),
-                                          padding=(0, 0, 0))
-
-        else:
-            self.resample = nn.Identity()
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        b, c, t, h, w = x.size()
-        if self.mode == 'upsample3d':
-            if feat_cache is not None:
-                idx = feat_idx[0]
-                if feat_cache[idx] is None:
-                    feat_cache[idx] = 'Rep'
-                    feat_idx[0] += 1
-                else:
-
-                    cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                    if cache_x.shape[2] < 2 and feat_cache[
-                            idx] is not None and feat_cache[idx] != 'Rep':
-                        # cache last frame of last two chunk
-                        cache_x = torch.cat([
-                            feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                                cache_x.device), cache_x
-                        ],
-                                            dim=2)
-                    if cache_x.shape[2] < 2 and feat_cache[
-                            idx] is not None and feat_cache[idx] == 'Rep':
-                        cache_x = torch.cat([
-                            torch.zeros_like(cache_x).to(cache_x.device),
-                            cache_x
-                        ],
-                                            dim=2)
-                    if feat_cache[idx] == 'Rep':
-                        x = self.time_conv(x)
-                    else:
-                        x = self.time_conv(x, feat_cache[idx])
-                    feat_cache[idx] = cache_x
-                    feat_idx[0] += 1
-
-                    x = x.reshape(b, 2, c, t, h, w)
-                    x = torch.stack((x[:, 0, :, :, :, :], x[:, 1, :, :, :, :]),
-                                    3)
-                    x = x.reshape(b, c, t * 2, h, w)
-        t = x.shape[2]
-        x = rearrange(x, 'b c t h w -> (b t) c h w')
-        x = self.resample(x)
-        x = rearrange(x, '(b t) c h w -> b c t h w', t=t)
-
-        if self.mode == 'downsample3d':
-            if feat_cache is not None:
-                idx = feat_idx[0]
-                if feat_cache[idx] is None:
-                    feat_cache[idx] = x.clone()
-                    feat_idx[0] += 1
-                else:
-                    cache_x = x[:, :, -1:, :, :].clone()
-                    x = self.time_conv(
-                        torch.cat([feat_cache[idx][:, :, -1:, :, :], x], 2))
-                    feat_cache[idx] = cache_x
-                    feat_idx[0] += 1
-        return x
-
-    def init_weight(self, conv):
-        conv_weight = conv.weight
-        nn.init.zeros_(conv_weight)
-        c1, c2, t, h, w = conv_weight.size()
-        one_matrix = torch.eye(c1, c2)
-        init_matrix = one_matrix
-        nn.init.zeros_(conv_weight)
-        conv_weight.data[:, :, 1, 0, 0] = init_matrix
-        conv.weight.data.copy_(conv_weight)
-        nn.init.zeros_(conv.bias.data)
-
-    def init_weight2(self, conv):
-        conv_weight = conv.weight.data
-        nn.init.zeros_(conv_weight)
-        c1, c2, t, h, w = conv_weight.size()
-        init_matrix = torch.eye(c1 // 2, c2)
-        conv_weight[:c1 // 2, :, -1, 0, 0] = init_matrix
-        conv_weight[c1 // 2:, :, -1, 0, 0] = init_matrix
-        conv.weight.data.copy_(conv_weight)
-        nn.init.zeros_(conv.bias.data)
-
-
-class ResidualBlock(nn.Module):
-
-    def __init__(self, in_dim, out_dim, dropout=0.0):
-        super().__init__()
-        self.in_dim = in_dim
-        self.out_dim = out_dim
-
-        # layers
-        self.residual = nn.Sequential(
-            RMS_norm(in_dim, images=False), nn.SiLU(),
-            CausalConv3d(in_dim, out_dim, 3, padding=1),
-            RMS_norm(out_dim, images=False), nn.SiLU(), nn.Dropout(dropout),
-            CausalConv3d(out_dim, out_dim, 3, padding=1))
-        self.shortcut = CausalConv3d(in_dim, out_dim, 1) \
-            if in_dim != out_dim else nn.Identity()
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        h = self.shortcut(x)
-        for layer in self.residual:
-            if check_is_instance(layer, CausalConv3d) and feat_cache is not None:
-                idx = feat_idx[0]
-                cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                    # cache last frame of last two chunk
-                    cache_x = torch.cat([
-                        feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                            cache_x.device), cache_x
-                    ],
-                                        dim=2)
-                x = layer(x, feat_cache[idx])
-                feat_cache[idx] = cache_x
-                feat_idx[0] += 1
-            else:
-                x = layer(x)
-        return x + h
-
-
-class AttentionBlock(nn.Module):
-    """
-    Causal self-attention with a single head.
-    """
-
-    def __init__(self, dim):
-        super().__init__()
-        self.dim = dim
-
-        # layers
-        self.norm = RMS_norm(dim)
-        self.to_qkv = nn.Conv2d(dim, dim * 3, 1)
-        self.proj = nn.Conv2d(dim, dim, 1)
-
-        # zero out the last layer params
-        nn.init.zeros_(self.proj.weight)
-
-    def forward(self, x):
-        identity = x
-        b, c, t, h, w = x.size()
-        x = rearrange(x, 'b c t h w -> (b t) c h w')
-        x = self.norm(x)
-        # compute query, key, value
-        q, k, v = self.to_qkv(x).reshape(b * t, 1, c * 3, -1).permute(
-            0, 1, 3, 2).contiguous().chunk(3, dim=-1)
-
-        # apply attention
-        x = F.scaled_dot_product_attention(
-            q,
-            k,
-            v,
-            #attn_mask=block_causal_mask(q, block_size=h * w)
-        )
-        x = x.squeeze(1).permute(0, 2, 1).reshape(b * t, c, h, w)
-
-        # output
-        x = self.proj(x)
-        x = rearrange(x, '(b t) c h w-> b c t h w', t=t)
-        return x + identity
-
-
-class Encoder3d(nn.Module):
-
-    def __init__(self,
-                 dim=128,
-                 z_dim=4,
-                 dim_mult=[1, 2, 4, 4],
-                 num_res_blocks=2,
-                 attn_scales=[],
-                 temperal_downsample=[True, True, False],
-                 dropout=0.0):
-        super().__init__()
-        self.dim = dim
-        self.z_dim = z_dim
-        self.dim_mult = dim_mult
-        self.num_res_blocks = num_res_blocks
-        self.attn_scales = attn_scales
-        self.temperal_downsample = temperal_downsample
-
-        # dimensions
-        dims = [dim * u for u in [1] + dim_mult]
-        scale = 1.0
-
-        # init block
-        self.conv1 = CausalConv3d(3, dims[0], 3, padding=1)
-
-        # downsample blocks
-        downsamples = []
-        for i, (in_dim, out_dim) in enumerate(zip(dims[:-1], dims[1:])):
-            # residual (+attention) blocks
-            for _ in range(num_res_blocks):
-                downsamples.append(ResidualBlock(in_dim, out_dim, dropout))
-                if scale in attn_scales:
-                    downsamples.append(AttentionBlock(out_dim))
-                in_dim = out_dim
-
-            # downsample block
-            if i != len(dim_mult) - 1:
-                mode = 'downsample3d' if temperal_downsample[
-                    i] else 'downsample2d'
-                downsamples.append(Resample(out_dim, mode=mode))
-                scale /= 2.0
-        self.downsamples = nn.Sequential(*downsamples)
-
-        # middle blocks
-        self.middle = nn.Sequential(ResidualBlock(out_dim, out_dim, dropout),
-                                    AttentionBlock(out_dim),
-                                    ResidualBlock(out_dim, out_dim, dropout))
-
-        # output blocks
-        self.head = nn.Sequential(RMS_norm(out_dim, images=False), nn.SiLU(),
-                                  CausalConv3d(out_dim, z_dim, 3, padding=1))
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        if feat_cache is not None:
-            idx = feat_idx[0]
-            cache_x = x[:, :, -CACHE_T:, :, :].clone()
-            if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                # cache last frame of last two chunk
-                cache_x = torch.cat([
-                    feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                        cache_x.device), cache_x
-                ],
-                                    dim=2)
-            x = self.conv1(x, feat_cache[idx])
-            feat_cache[idx] = cache_x
-            feat_idx[0] += 1
-        else:
-            x = self.conv1(x)
-
-        ## downsamples
-        for layer in self.downsamples:
-            if feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## middle
-        for layer in self.middle:
-            if check_is_instance(layer, ResidualBlock) and feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## head
-        for layer in self.head:
-            if check_is_instance(layer, CausalConv3d) and feat_cache is not None:
-                idx = feat_idx[0]
-                cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                    # cache last frame of last two chunk
-                    cache_x = torch.cat([
-                        feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                            cache_x.device), cache_x
-                    ],
-                                        dim=2)
-                x = layer(x, feat_cache[idx])
-                feat_cache[idx] = cache_x
-                feat_idx[0] += 1
-            else:
-                x = layer(x)
-        return x
-
-
-class Decoder3d(nn.Module):
-
-    def __init__(self,
-                 dim=128,
-                 z_dim=4,
-                 dim_mult=[1, 2, 4, 4],
-                 num_res_blocks=2,
-                 attn_scales=[],
-                 temperal_upsample=[False, True, True],
-                 dropout=0.0):
-        super().__init__()
-        self.dim = dim
-        self.z_dim = z_dim
-        self.dim_mult = dim_mult
-        self.num_res_blocks = num_res_blocks
-        self.attn_scales = attn_scales
-        self.temperal_upsample = temperal_upsample
-
-        # dimensions
-        dims = [dim * u for u in [dim_mult[-1]] + dim_mult[::-1]]
-        scale = 1.0 / 2**(len(dim_mult) - 2)
-
-        # init block
-        self.conv1 = CausalConv3d(z_dim, dims[0], 3, padding=1)
-
-        # middle blocks
-        self.middle = nn.Sequential(ResidualBlock(dims[0], dims[0], dropout),
-                                    AttentionBlock(dims[0]),
-                                    ResidualBlock(dims[0], dims[0], dropout))
-
-        # upsample blocks
-        upsamples = []
-        for i, (in_dim, out_dim) in enumerate(zip(dims[:-1], dims[1:])):
-            # residual (+attention) blocks
-            if i == 1 or i == 2 or i == 3:
-                in_dim = in_dim // 2
-            for _ in range(num_res_blocks + 1):
-                upsamples.append(ResidualBlock(in_dim, out_dim, dropout))
-                if scale in attn_scales:
-                    upsamples.append(AttentionBlock(out_dim))
-                in_dim = out_dim
-
-            # upsample block
-            if i != len(dim_mult) - 1:
-                mode = 'upsample3d' if temperal_upsample[i] else 'upsample2d'
-                upsamples.append(Resample(out_dim, mode=mode))
-                scale *= 2.0
-        self.upsamples = nn.Sequential(*upsamples)
-
-        # output blocks
-        self.head = nn.Sequential(RMS_norm(out_dim, images=False), nn.SiLU(),
-                                  CausalConv3d(out_dim, 3, 3, padding=1))
-
-    def forward(self, x, feat_cache=None, feat_idx=[0]):
-        ## conv1
-        if feat_cache is not None:
-            idx = feat_idx[0]
-            cache_x = x[:, :, -CACHE_T:, :, :].clone()
-            if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                # cache last frame of last two chunk
-                cache_x = torch.cat([
-                    feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                        cache_x.device), cache_x
-                ],
-                                    dim=2)
-            x = self.conv1(x, feat_cache[idx])
-            feat_cache[idx] = cache_x
-            feat_idx[0] += 1
-        else:
-            x = self.conv1(x)
-
-        ## middle
-        for layer in self.middle:
-            if check_is_instance(layer, ResidualBlock) and feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## upsamples
-        for layer in self.upsamples:
-            if feat_cache is not None:
-                x = layer(x, feat_cache, feat_idx)
-            else:
-                x = layer(x)
-
-        ## head
-        for layer in self.head:
-            if check_is_instance(layer, CausalConv3d) and feat_cache is not None:
-                idx = feat_idx[0]
-                cache_x = x[:, :, -CACHE_T:, :, :].clone()
-                if cache_x.shape[2] < 2 and feat_cache[idx] is not None:
-                    # cache last frame of last two chunk
-                    cache_x = torch.cat([
-                        feat_cache[idx][:, :, -1, :, :].unsqueeze(2).to(
-                            cache_x.device), cache_x
-                    ],
-                                        dim=2)
-                x = layer(x, feat_cache[idx])
-                feat_cache[idx] = cache_x
-                feat_idx[0] += 1
-            else:
-                x = layer(x)
-        return x
-
-
-def count_conv3d(model):
-    count = 0
-    for m in model.modules():
-        if check_is_instance(m, CausalConv3d):
-            count += 1
-    return count
-
-
-class VideoVAE_(nn.Module):
-
-    def __init__(self,
-                 dim=96,
-                 z_dim=16,
-                 dim_mult=[1, 2, 4, 4],
-                 num_res_blocks=2,
-                 attn_scales=[],
-                 temperal_downsample=[False, True, True],
-                 dropout=0.0,):
-        super().__init__()
-        self.dim = dim
-        self.z_dim = z_dim
-        self.dim_mult = dim_mult
-        self.num_res_blocks = num_res_blocks
-        self.attn_scales = attn_scales
-        self.temperal_downsample = temperal_downsample
-        self.temperal_upsample = temperal_downsample[::-1]
-
-        # modules
-        self.encoder = Encoder3d(dim, z_dim * 2, dim_mult, num_res_blocks,
-                                 attn_scales, self.temperal_downsample, dropout)
-        self.conv1 = CausalConv3d(z_dim * 2, z_dim * 2, 1)
-        self.conv2 = CausalConv3d(z_dim, z_dim, 1)
-        self.decoder = Decoder3d(dim, z_dim, dim_mult, num_res_blocks,
-                                 attn_scales, self.temperal_upsample, dropout)
-
-    def forward(self, x):
-        mu, log_var = self.encode(x)
-        z = self.reparameterize(mu, log_var)
-        x_recon = self.decode(z)
-        return x_recon, mu, log_var
-
-
-    def encode_2(self, x, scale):
-        self.clear_cache()
-        ## cache
-        t = x.shape[2]
-        iter_ = 2 + (t - 2) // 4
-
-        for i in range(iter_):
-            self._enc_conv_idx = [0]
-            if i == 0:
-                out = self.encoder(x[:, :, :1, :, :],
-                                   feat_cache=self._enc_feat_map,
-                                   feat_idx=self._enc_conv_idx)
-            elif i== iter_-1:
-                out_ = self.encoder(x[:, :, -1:, :, :],
-                                   feat_cache=[None] * self._enc_conv_num,
-                                   feat_idx=self._enc_conv_idx)
-                out = torch.cat([out, out_], 2)
-            else:
-                out_ = self.encoder(x[:, :, 1 + 4 * (i - 1):1 + 4 * i, :, :],
-                                    feat_cache=self._enc_feat_map,
-                                    feat_idx=self._enc_conv_idx)
-                out = torch.cat([out, out_], 2)
-        out_head = out[:, :, :iter_ - 1, :, :]
-        out_tail = out[:, :, -1, :, :].unsqueeze(2)
-        mu, log_var = torch.cat([self.conv1(out_head), self.conv1(out_tail)], dim=2).chunk(2, dim=1)
-        if isinstance(scale[0], torch.Tensor):
-            scale = [s.to(dtype=mu.dtype, device=mu.device) for s in scale]
-            mu = (mu - scale[0].view(1, self.z_dim, 1, 1, 1)) * scale[1].view(
-                1, self.z_dim, 1, 1, 1)
-        else:
-            scale = scale.to(dtype=mu.dtype, device=mu.device)
-            mu = (mu - scale[0]) * scale[1]
-        return mu
-
-
-    def encode(self, x, scale):
-        self.clear_cache()
-        ## cache
-        t = x.shape[2]
-        iter_ = 1 + (t - 1) // 4
-
-        for i in range(iter_):
-            self._enc_conv_idx = [0]
-            if i == 0:
-                out = self.encoder(x[:, :, :1, :, :],
-                                   feat_cache=self._enc_feat_map,
-                                   feat_idx=self._enc_conv_idx)
-            else:
-                out_ = self.encoder(x[:, :, 1 + 4 * (i - 1):1 + 4 * i, :, :],
-                                    feat_cache=self._enc_feat_map,
-                                    feat_idx=self._enc_conv_idx)
-                out = torch.cat([out, out_], 2)
-        mu, log_var = self.conv1(out).chunk(2, dim=1)
-        if isinstance(scale[0], torch.Tensor):
-            scale = [s.to(dtype=mu.dtype, device=mu.device) for s in scale]
-            mu = (mu - scale[0].view(1, self.z_dim, 1, 1, 1)) * scale[1].view(
-                1, self.z_dim, 1, 1, 1)
-        else:
-            scale = scale.to(dtype=mu.dtype, device=mu.device)
-            mu = (mu - scale[0]) * scale[1]
-        return mu
-
-
-
-    def decode_2(self, z, scale):
-        self.clear_cache()
-        # z: [b,c,t,h,w]
-        if isinstance(scale[0], torch.Tensor):
-            scale = [s.to(dtype=z.dtype, device=z.device) for s in scale]
-            z = z / scale[1].view(1, self.z_dim, 1, 1, 1) + scale[0].view(
-                1, self.z_dim, 1, 1, 1)
-        else:
-            scale = scale.to(dtype=z.dtype, device=z.device)
-            z = z / scale[1] + scale[0]
-        iter_ = z.shape[2]
-        z_head=z[:,:,:-1,:,:]
-        z_tail=z[:,:,-1,:,:].unsqueeze(2)
-        x = torch.cat([self.conv2(z_head), self.conv2(z_tail)], dim=2)
-        for i in range(iter_):
-            self._conv_idx = [0]
-            if i == 0:
-                out = self.decoder(x[:, :, i:i + 1, :, :],
-                                   feat_cache=self._feat_map,
-                                   feat_idx=self._conv_idx)
-
-            elif i==iter_-1:
-                out_ = self.decoder(x[:, :, -1, :, :],
-                                    feat_cache=[None] * self._enc_conv_num,
-                                    feat_idx=self._conv_idx)
-                out = torch.cat([out, out_], 2) # may add tensor offload
-            else:
-                out_ = self.decoder(x[:, :, i:i + 1, :, :],
-                                    feat_cache=self._feat_map,
-                                    feat_idx=self._conv_idx)
-                out = torch.cat([out, out_], 2) # may add tensor offload
-        return out
-
-
-
-    def decode(self, z, scale):
-        self.clear_cache()
-        # z: [b,c,t,h,w]
-        if isinstance(scale[0], torch.Tensor):
-            scale = [s.to(dtype=z.dtype, device=z.device) for s in scale]
-            z = z / scale[1].view(1, self.z_dim, 1, 1, 1) + scale[0].view(
-                1, self.z_dim, 1, 1, 1)
-        else:
-            scale = scale.to(dtype=z.dtype, device=z.device)
-            z = z / scale[1] + scale[0]
-        iter_ = z.shape[2]
-        x = self.conv2(z)
-        for i in range(iter_):
-            self._conv_idx = [0]
-            if i == 0:
-                out = self.decoder(x[:, :, i:i + 1, :, :],
-                                   feat_cache=self._feat_map,
-                                   feat_idx=self._conv_idx)
-            else:
-                out_ = self.decoder(x[:, :, i:i + 1, :, :],
-                                    feat_cache=self._feat_map,
-                                    feat_idx=self._conv_idx)
-                out = torch.cat([out, out_], 2) # may add tensor offload
-        return out
-
-    def reparameterize(self, mu, log_var):
-        std = torch.exp(0.5 * log_var)
-        eps = torch.randn_like(std)
-        return eps * std + mu
-
-    def sample(self, imgs, deterministic=False):
-        mu, log_var = self.encode(imgs)
-        if deterministic:
-            return mu
-        std = torch.exp(0.5 * log_var.clamp(-30.0, 20.0))
-        return mu + std * torch.randn_like(std)
-
-    def clear_cache(self):
-        self._conv_num = count_conv3d(self.decoder)
-        self._conv_idx = [0]
-        self._feat_map = [None] * self._conv_num
-        # cache encode
-        self._enc_conv_num = count_conv3d(self.encoder)
-        self._enc_conv_idx = [0]
-        self._enc_feat_map = [None] * self._enc_conv_num
-
-
-class WanVideoVAE(nn.Module):
-
-    def __init__(self, z_dim=16, dtype=torch.float32):
-        super().__init__()
-
-        self.dtype = dtype
-
-        mean = [
-            -0.7571, -0.7089, -0.9113, 0.1075, -0.1745, 0.9653, -0.1517, 1.5508,
-            0.4134, -0.0715, 0.5517, -0.3632, -0.1922, -0.9497, 0.2503, -0.2921
-        ]
-        std = [
-            2.8184, 1.4541, 2.3275, 2.6558, 1.2196, 1.7708, 2.6052, 2.0743,
-            3.2687, 2.1526, 2.8652, 1.5579, 1.6382, 1.1253, 2.8251, 1.9160
-        ]
-        self.mean = torch.tensor(mean)
-        self.std = torch.tensor(std)
-        self.scale = [self.mean, 1.0 / self.std]
-
-        # init model
-        self.model = VideoVAE_(z_dim=z_dim).eval().requires_grad_(False)
-        self.upsampling_factor = 8
-
-
-    def build_1d_mask(self, length, left_bound, right_bound, border_width):
-        x = torch.ones((length,))
-        if not left_bound:
-            x[:border_width] = (torch.arange(border_width) + 1) / border_width
-        if not right_bound:
-            x[-border_width:] = torch.flip((torch.arange(border_width) + 1) / border_width, dims=(0,))
-        return x
-
-
-    def build_mask(self, data, is_bound, border_width):
-        _, _, _, H, W = data.shape
-        h = self.build_1d_mask(H, is_bound[0], is_bound[1], border_width[0])
-        w = self.build_1d_mask(W, is_bound[2], is_bound[3], border_width[1])
-
-        h = repeat(h, "H -> H W", H=H, W=W)
-        w = repeat(w, "W -> H W", H=H, W=W)
-
-        mask = torch.stack([h, w]).min(dim=0).values
-        mask = rearrange(mask, "H W -> 1 1 1 H W")
-        return mask
-
-
-    def tiled_decode(self, hidden_states, device, tile_size, tile_stride):
-        _, _, T, H, W = hidden_states.shape
-        size_h, size_w = tile_size
-        stride_h, stride_w = tile_stride
-
-        # Split tasks
-        tasks = []
-        for h in range(0, H, stride_h):
-            if (h-stride_h >= 0 and h-stride_h+size_h >= H): continue
-            for w in range(0, W, stride_w):
-                if (w-stride_w >= 0 and w-stride_w+size_w >= W): continue
-                h_, w_ = h + size_h, w + size_w
-                tasks.append((h, h_, w, w_))
-
-        data_device = "cpu"
-        computation_device = device
-
-        out_T = T * 4 - 3
-        weight = torch.zeros((1, 1, out_T, H * self.upsampling_factor, W * self.upsampling_factor), dtype=hidden_states.dtype, device=data_device)
-        values = torch.zeros((1, 3, out_T, H * self.upsampling_factor, W * self.upsampling_factor), dtype=hidden_states.dtype, device=data_device)
-
-        for h, h_, w, w_ in tqdm(tasks, desc="VAE decoding"):
-            hidden_states_batch = hidden_states[:, :, :, h:h_, w:w_].to(computation_device)
-            hidden_states_batch = self.model.decode(hidden_states_batch, self.scale).to(data_device)
-
-            mask = self.build_mask(
-                hidden_states_batch,
-                is_bound=(h==0, h_>=H, w==0, w_>=W),
-                border_width=((size_h - stride_h) * self.upsampling_factor, (size_w - stride_w) * self.upsampling_factor)
-            ).to(dtype=hidden_states.dtype, device=data_device)
-
-            target_h = h * self.upsampling_factor
-            target_w = w * self.upsampling_factor
-            values[
-                :,
-                :,
-                :,
-                target_h:target_h + hidden_states_batch.shape[3],
-                target_w:target_w + hidden_states_batch.shape[4],
-            ] += hidden_states_batch * mask
-            weight[
-                :,
-                :,
-                :,
-                target_h: target_h + hidden_states_batch.shape[3],
-                target_w: target_w + hidden_states_batch.shape[4],
-            ] += mask
-        values = values / weight
-        values = values.float().clamp_(-1, 1)
-        return values
-
-
-    def tiled_encode(self, video, device, tile_size, tile_stride):
-        _, _, T, H, W = video.shape
-        size_h, size_w = tile_size
-        stride_h, stride_w = tile_stride
-
-        # Split tasks
-        tasks = []
-        for h in range(0, H, stride_h):
-            if (h-stride_h >= 0 and h-stride_h+size_h >= H): continue
-            for w in range(0, W, stride_w):
-                if (w-stride_w >= 0 and w-stride_w+size_w >= W): continue
-                h_, w_ = h + size_h, w + size_w
-                tasks.append((h, h_, w, w_))
-
-        data_device = "cpu"
-        computation_device = device
-
-        out_T = (T + 3) // 4
-        weight = torch.zeros((1, 1, out_T, H // self.upsampling_factor, W // self.upsampling_factor), dtype=video.dtype, device=data_device)
-        values = torch.zeros((1, 16, out_T, H // self.upsampling_factor, W // self.upsampling_factor), dtype=video.dtype, device=data_device)
-
-        for h, h_, w, w_ in tqdm(tasks, desc="VAE encoding"):
-            hidden_states_batch = video[:, :, :, h:h_, w:w_].to(computation_device)
-            hidden_states_batch = self.model.encode(hidden_states_batch, self.scale).to(data_device)
-
-            mask = self.build_mask(
-                hidden_states_batch,
-                is_bound=(h==0, h_>=H, w==0, w_>=W),
-                border_width=((size_h - stride_h) // self.upsampling_factor, (size_w - stride_w) // self.upsampling_factor)
-            ).to(dtype=video.dtype, device=data_device)
-
-            target_h = h // self.upsampling_factor
-            target_w = w // self.upsampling_factor
-            values[
-                :,
-                :,
-                :,
-                target_h:target_h + hidden_states_batch.shape[3],
-                target_w:target_w + hidden_states_batch.shape[4],
-            ] += hidden_states_batch * mask
-            weight[
-                :,
-                :,
-                :,
-                target_h: target_h + hidden_states_batch.shape[3],
-                target_w: target_w + hidden_states_batch.shape[4],
-            ] += mask
-        values = values / weight
-        values = values.float()
-        return values
-
-
-    def single_encode(self, video, device):
-        video = video.to(device)
-        x = self.model.encode(video, self.scale)
-        return x.float()
-
-
-    def single_decode(self, hidden_state, device):
-        print("single_decode")
-        hidden_state = hidden_state.to(device)
-        video = self.model.decode(hidden_state, self.scale)
-        return video.float().clamp_(-1, 1)
-
-    def double_encode(self, video, device):
-        print('double_encode')
-        video = video.to(device)
-        x = self.model.encode_2(video, self.scale)
-        return x.float()
-
-
-    def double_decode(self, hidden_state, device):
-        print('double_decode')
-        hidden_state = hidden_state.to(device)
-        video = self.model.decode_2(hidden_state, self.scale)
-        return video.float().clamp_(-1, 1)
-
-    def encode(self, videos, device, tiled=False,end_=False, tile_size=(34, 34), tile_stride=(18, 16)):
-
-        videos = [video.to("cpu") for video in videos]
-        hidden_states = []
-        for video in videos:
-            video = video.unsqueeze(0)
-            if tiled:
-                tile_size = (tile_size[0], tile_size[1])
-                tile_stride = (tile_stride[0], tile_stride[1])
-                hidden_state = self.tiled_encode(video, device, tile_size, tile_stride)
-            else:
-                if end_:
-                    hidden_state = self.double_encode(video, device)
-                else:
-                    hidden_state = self.single_encode(video, device)
-            hidden_state = hidden_state.squeeze(0)
-            hidden_states.append(hidden_state)
-        hidden_states = torch.stack(hidden_states)
-        return hidden_states
-
-
-    def decode(self, hidden_states, device, tiled=False, end_=False, tile_size=(34, 34), tile_stride=(18, 16)):
-        hidden_states = [hidden_state.to("cpu") for hidden_state in hidden_states]
-        videos = []
-        for hidden_state in hidden_states:
-            hidden_state = hidden_state.unsqueeze(0)
-            if tiled:
-                video = self.tiled_decode(hidden_state, device, tile_size, tile_stride)
-            else:
-                if end_:
-                    video = self.double_decode(hidden_state, device)
-                else:
-                    video = self.single_decode(hidden_state, device)
-            video = video.squeeze(0)
-            videos.append(video)
-        return videos
-
-
-    @staticmethod
-    def state_dict_converter():
-        return WanVideoVAEStateDictConverter()
-
-
-class WanVideoVAEStateDictConverter:
-
-    def __init__(self):
-        pass
-
-    def from_civitai(self, state_dict):
-        state_dict_ = {}
-        if 'model_state' in state_dict:
-            state_dict = state_dict['model_state']
-        for name in state_dict:
-            state_dict_['model.' + name] = state_dict[name]
-        return state_dict_