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Как я уместил «Войну и мир» в 10 ГБ видеопамяти, или почему нейросеть убивает героев и выдумывает Пьера Бездаровского

5a1b2caa56374ff676069868dd83a6e7.PNG

Введение

Я - обычный школьник, который только начал изучать машинное обучение. Недавно на уроках литературы нас обрадовали: нужно прочесть первые два тома "Войны и мира". Проблема в том, что в интернете на удивление сложно найти нормальное краткое содержание по главам - везде либо вода, либо пропущены важные детали. Раз уж я изучаю ML, я решил: пусть Толстого читает нейросеть, а я буду читать её отчеты. Задача казалась простой - скормить текст LLM и попросить саммари. Но тут в дело вмешалась суровая реальность в виде моей RTX 3080 всего с 10 ГБ видеопамяти. В этой статье я расскажу, как пытался впихнуть невпихуемое с помощью 4-битного квантования, почему ИИ отчаянно пытался убить Николая Ростова, и как особенности токенизации породили на свет нового героя русской классики - Пьера Бездаровского.

Архитектура

После тестов, самой стабильной оказалась IlyaGusev/saiga_llama3_8b с 4-битным квантованием. Ввиду хардверных ограничений я решил скармливать модели текст по главам, с обрезкой символов. Эмпирическим путём это значение было определено как 7500 символов.

d835dc92ce78d5a06437d742718564cc.png

В процессе тестов модель Qwen2.5-7B-Instruct вместе с кратким содержанием выдала целую простыню кода на python с гайдами по разным библиотекам, именно поэтому далее я добавил краевые случаи в системный промт, чтобы модель не зацикливалась. И парсер глав обрезал не ровно 7500 символов, а по словам, что бы недописанное слово не сломало всю генерацию.

Также я пытался реализовать скользящее окно: нейронка делает краткое описание краткого описания, но в итоге получился сломанный телефон и увеличивалось время обработки, поэтому от этой идеи я отказался.

Использовал transformers + bitsandbytes, полный код в конце.

Для оценки результата использовал Gemini 3 Flash.

Часть 1: Обычный промт

Я начал с самого стандартного промта

user_content = f"""НИЖЕ ТЕКСТ ГЛАВЫ ИЗ КНИГИ "ВОЙНА И МИР":
---
{chapter_text}
---
ЗАДАНИЕ: Кратко (3-5 предложений) напиши, что произошло в этой главе. 
Пиши только по-русски. Не используй цитаты. 
Начни ответ со слов: "В этой главе..."
РЕЗЮМЕ:"""

messages = [{"role": "user", "content": user_content}]

Итог:

Модель сильно путалась в именах и родственных связях

Главы 12–14: Критическая ошибка. Текст утверждает, что Пьер — сын графа Ростова и живет у него. На самом деле Пьер — сын графа Безухова. Илья Ростов назван «графом Безуховым». Это полностью разрушает логику наследования.

Князь Василий Курагин назван «отцом Пьера». Это фактическая катастрофа: весь смысл интриги Василия в том, что он дальний родственник, пытающийся отобрать деньги у Пьера.

Часть 2: База знаний

Чтобы модель перестала путаться в именах и родственных связях, я добавил в системный промт базу знаний

self.characters_lore = """
[БАЗА ДАННЫХ ПЕРСОНАЖЕЙ - ЖЕСТКОЕ ПРАВИЛО]:
[БЕЗУХОВЫ]: Пьер (незаконный сын графа Кирилла Безухова). Пьер НЕ РОСТОВ и НЕ КУРАГИН!
[РОСТОВЫ]: Граф Илья (отец), графиня Наталья (мать). Дети: Николай (жив, не полковник!), Наташа, Вера, Петя. Соня (племянница).
[БОЛКОНСКИЕ]: Старый князь Николай. Дети: Андрей (муж Лизы), княжна Марья. Лиза (беременна, жена Андрея).
[КУРАГИНЫ]: Князь Василий (хитрый дальний родственник, ОН НЕ ОТЕЦ ПЬЕРУ!). Дети: Элен, Анатоль, Ипполит.
[ДРУГИЕ]: Борис Друбецкой (сын Анны Михайловны). Долохов. Денисов.
ВРЕМЯ ДЕЙСТВИЯ: 1805 год (НЕ 1812!).
"""

Итог:

Модель начала перевирать факты

Глава 21: Критическая ошибка. Написано, что Николай Ростов «умирает от ран». Это ложь: Николай — один из центральных героев, он доживет до эпилога.

Глава 5: Критическая ошибка. Написано, что княжна Марья «соглашается на предложение Анатоля». В оригинале она категорически отказывает ему.

Часть 3: Расследование смерти Николая Ростова

Моя гипотеза

Толстой любит делать огромные описания о том, как герой почти умер, а в последний момент выживает. Для модели это 2000-3000 токенов с описанием смерти и несколько токенов о том, что человек выжил, поэтому результат “Умер” просто более вероятный.

С Марией и Анатолием ситуация похожа. Нейросеть обучалась на фанфиках и женских романах. Для неё сочетание токенов “Анатоль” + “Наташа” + “Письмо” = вероятность свадьбы 99%. Толстой ломает шаблоны нейросети.

Для проверки этой теории я решил залезть под капот и посмотреть распределение вероятности токенов “жизни” и “смерти” в начале генерации.

Для проверки я решил использовать 3 промта:

Наивный:

bad_prompt = f"Текст:\n{test_text}\n\nОтветь одним словом. Что произошло с героем: Умер или Выжил?"

Логический фильтр:

good_prompt = (
"Ты — строгий архивариус. КРИТИЧЕСКОЕ ПРАВИЛО: Игнорируй эмоции текста, "
"Пиши, что герой умер, только если об этом прямо указано\n"
f"Текст:\n{test_text}\n\nОтветь ровно одним словом. Что произошло с героем: Умер или Выжил?"
)

Хардкод:

expert_prompt = (
    "Ты — строгий исторический архивариус. Твоя задача — извлечь 100% достоверные факты.\n"
    "КРИТИЧЕСКИЕ ПРАВИЛА:\n"
    "1. СТРОГО СВЕРЯЙ ФАМИЛИИ.\n"
    "2. ЗАПРЕЩЕНО убивать героев! Николай Ростов ВЫЖИВАЕТ при Шенграбене.\n"
    "3. Пиши сухим языком фактов.\n"
    f"Текст:\n{test_text}\n\nОтветь одним словом. Что произошло с героем: Умер или Выжил?"
)

Токены “жизни” и “смерти”:

died_roots = ["умер", "погиб", "смерт", "мёрт", "мерт", "у"] 
survived_roots = ["выжил", "жив", "выж", "спас", "в"]

На вход я подал отрывок главы, вот его оценка от Gemini 3.1 Pro

Основываясь только на этом отрывке, герой (Ростов) не умер.

Полный отрывок на 6500 символов

Ветер стих, черные тучи низко нависли над местом сражения, сливаясь на горизонте с пороховым дымом. Становилось темно, и тем яснее обозначалось в двух местах зарево пожаров. Канонада стала слабее, но трескотня ружей сзади и справа слышалась еще чаще и ближе. Как только Тушин с своими орудиями, объезжая и наезжая на раненых, вышел из-под огня и спустился в овраг, его встретило начальство и адъютанты, в числе которых были и штаб-офицер и Жерков, два раза посланный и ни разу не доехавший до батареи Тушина. Все они, перебивая один другого, отдавали и передавали приказания, как и куда идти, и делали ему упреки и замечания. Тушин ничем не распоряжался и молча, боясь говорить, потому что при каждом слове он готов был, сам не зная отчего, заплакать, ехал сзади на своей артиллерийской кляче. Хотя раненых велено было бросать, много из них тащилось за войсками и просилось на орудия. Тот самый молодцеватый пехотный офицер, который перед сражением выскочил из шалаша Тушина, был, с пулей в животе, положен на лафет Матвевны. Под горой бледный гусарский юнкер, одною рукой поддерживая другую, подошел к Тушину и попросился сесть. – Капитан, ради Бога, я контужен в руку, – сказал он робко. – Ради Бога, я не могу идти. Ради Бога! Видно было, что юнкер этот уже не раз просился где-нибудь сесть и везде получал отказы. Он просил нерешительным и жалким голосом: – Прикажите посадить, ради Бога. – Посадите, посадите, – сказал Тушин. – Подложи шинель, ты, дядя, – обратился он к своему любимому солдату. – А где офицер раненый? – Сложили, кончился, – ответил кто-то. – Посадите. Садитесь, милый, садитесь. Подстели шинель, Антонов. Юнкер был Ростов. Он держал одною рукой другую, был бледен, и нижняя челюсть тряслась от лихорадочной дрожи. Его посадили на Матвевну, на то самое орудие, с которого сложили мертвого офицера. На подложенной шинели была кровь, в которой запачкались рейтузы и руки Ростова. – Что, вы ранены, голубчик? – сказал Тушин, подходя к орудию, на котором сидел Ростов. – Нет, контужен. – Отчего же кровь-то на станине? – спросил Тушин. – Это офицер, ваше благородие, окровенил, – отвечал солдат-артиллерист, обтирая кровь рукавом шинели и как будто извиняясь за нечистоту, в которой находилось орудие. Насилу с помощью пехоты вывезли орудия в гору и, достигши деревни Гунтерсдорф, остановились. Стало уже так темно, что в десяти шагах нельзя было различить мундиров солдат, и перестрелка стала стихать. Вдруг близко с правой стороны послышались опять крики и пальба. От выстрелов уже блестело в темноте. Это была последняя атака французов, на которую отвечали солдаты, засевшие в домы деревни. Опять всё бросилось из деревни, но орудия Тушина не могли двинуться, и артиллеристы, Тушин и юнкер молча переглядывались, ожидая своей участи. Перестрелка стала стихать, и из боковой улицы высыпали оживленные говором солдаты. – Цел, Петров? – спрашивал один. – Задали, брат, жару. Теперь не сунутся, – говорил другой. – Ничего не видать. Как они в своих-то зажарили? Не видать, темь, братцы. Нет ли напиться? Французы последний раз были отбиты. И опять, в совершенном мраке, орудия Тушина, как рамой окруженные гудевшею пехотой, двинулись куда-то вперед. В темноте как будто текла невидимая мрачная река, все в одном направлении, гудя шепотом, говором и звуками копыт и колес. В общем гуле из-за всех других звуков яснее всех были стоны и голоса раненых во мраке ночи. Их стоны, казалось, наполняли собой весь этот мрак, окружавший войска. Их стоны и мрак этой ночи – это было одно и то же. Через несколько времени в движущейся толпе произошло волнение. Кто-то проехал со свитой на белой лошади и что-то сказал, проезжая. – Что сказал? Куда теперь? Стоять, что ль? Благодарил, что ли? – послышались жадные расспросы со всех сторон, и вся движущаяся масса стала напирать сама на себя (видно, передние остановились), и пронесся слух, что велено остановиться. Все остановились, как шли, на середине грязной дороги. Засветились огни, и слышнее стал говор. Капитан Тушин, распорядившись по роте, послал одного из солдат отыскивать перевязочный пункт или лекаря для юнкера и сел у огня, разложенного на дороге солдатами. Ростов перетащился тоже к огню. Лихорадочная дрожь от боли, холода и сырости трясла все его тело. Сон непреодолимо клонил его, но он не мог заснуть от мучительной боли в нывшей и не находившей положения руке. Он то закрывал глаза, то взглядывал на огонь, казавшийся ему горячо-красным, то на сутуловатую слабую фигурку Тушина, по-турецки сидевшего подле него. Большие добрые и умные глаза Тушина с сочувствием и состраданием устремлялись на него. Он видел, что Тушин всею душой хотел и ничем не мог помочь ему. Со всех сторон слышны были шаги и говор проходивших, проезжавших и кругом размещавшейся пехоты. Звуки голосов, шагов и переставляемых в грязи лошадиных копыт, ближний и дальний треск дров сливались в один колеблющийся гул. Теперь уже не текла, как прежде, во мраке невидимая река, а будто после бури укладывалось и трепетало мрачное море. Ростов бессмысленно смотрел и слушал, что происходило перед ним и вокруг него. Пехотный солдат подошел к костру, присел на корточки, всунул руки в огонь и отвернул лицо. – Ничего, ваше благородие? – сказал он, вопросительно обращаясь к Тушину. – Вот отбился от роты, ваше благородие; сам не знаю, где. Беда! Вместе с солдатом подошел к костру пехотный офицер с подвязанною щекой и, обращаясь к Тушину, просил приказать подвинуть крошечку орудия, чтобы провезти повозку. За ротным командиром набежали на костер два солдата. Они отчаянно ругались и дрались, выдергивая друг у друга какой-то сапог. – Как же, ты поднял! Ишь ловок! – кричал один хриплым голосом. Потом подошел худой, бледный солдат с шеей, обвязанной окровавленною подверткой, и сердитым голосом требовал воды у артиллеристов. – Что ж, умирать, что ли, как собаке? – говорил он. Тушин велел дать ему воды. Потом подбежал веселый солдат, прося огоньку в пехоту. – Огоньку горяченького в пехоту! Счастливо оставаться, землячки, благодарим за огонек, мы назад с процентой отдадим, – говорил он, унося куда-то в темноту краснеющуюся головешку. За этим солдатом четыре солдата, неся что-то тяжелое на шинели, прошли мимо костра. Один из них споткнулся. – Ишь черти, на дороге дрова положили, – проворчал он. – Кончился, что ж его носить? – сказал один из них. – Ну, вас! И они скрылись во мраке с своею ношей. – Что? болит? – спросил Тушин шепотом у Ростова. – Болит. – Ваше благородие, к генералу. Здесь в избе стоят, – сказал фейерверкер, подходя к Тушину. – Сейчас, голубчик. Тушин встал и, застегивая шинель и оправляясь, отошел от костра… Недалеко от ко

597b3b42c5a387a6168da12172f86d0d.png

Мы видим, что сумма вероятностей не равна 100%, я решил посмотреть лог:

[НАИВНЫЙ] Считаем вероятности...
Топ-5 мыслей для 'НАИВНЫЙ':
  -> 'Г': 100.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
  -> '$': 0.00%
------------------------------

[ЛОГИКА] Считаем вероятности...
Топ-5 мыслей для 'ЛОГИКА':
  -> 'У': 50.00%
  -> 'Вы': 50.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

[ХАРДКОД] Считаем вероятности...
Топ-5 мыслей для 'ХАРДКОД':
  -> 'Г': 82.67%
  -> 'Вы': 17.33%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

Судя по всему модель не хочет отвечать одним словом и пишет “герой …”, поэтому в случае излишней вежливости будем давать нейронке догенерить слово “герой” и смотреть дальше.

Новый лог:

[НАИВНЫЙ] Анализируем вероятности...
  (Замечена вежливость: модель начала с 'г'. Пробиваемся к сути...)
Топ-5 мыслей (финальных):
  -> ' умер': 100.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
  -> '$': 0.00%
------------------------------

[ЛОГИКА] Анализируем вероятности...
Топ-5 мыслей (финальных):
  -> 'У': 50.00%
  -> 'Вы': 50.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

[ХАРДКОД] Анализируем вероятности...
  (Замечена вежливость: модель начала с 'г'. Пробиваемся к сути...)
Топ-5 мыслей (финальных):
  -> ' Ник': 75.33%
  -> ' вы': 24.67%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

Захардкоженный промт настолько въелся в память модели, что она хочет ответить “герой Николай…”, поэтому обновим список токенов “жизни”:

survived_roots = ["выжил", "жив", "выж", "спас", "в", "н", "ник", "рост"]
2e181c51acf1067e93c3174185cb3006.png

И тут ситуация странная, меня очень удивляет распределение вероятностей 50/50. Поискав в интернете, узнал, что это называется Максимальной Энтропией. Получается, что промпт создал настолько сильное смещение в распределении вероятностей, что он уравновесил контекстное окно из 6500 символов.

Но я всё равно до конца не понимаю, как мог получиться такой идеальный баланс, так что жду мнение экспертов в комментариях.

Итог:

Я добавил хардкод в системный промт и обработку краевых случаев:

system_content = (
"Ты — строгий исторический архивариус. Твоя задача — извлечь 100% достоверные факты из текста.\n"
"КРИТИЧЕСКИЕ ПРАВИЛА (ЗА НАРУШЕНИЕ - ШТРАФ):\n"
"1. СТРОГО СВЕРЯЙ ФАМИЛИИ с [БАЗОЙ ДАННЫХ]. Князь Василий — КУРАГИН. Илья — РОСТОВ.\n"
"2. ЗАПРЕЩЕНО убивать героев! Николай Ростов ВЫЖИВАЕТ при Шенграбене.\n"
"3. ЗАПРЕЩЕНО додумывать романтику! Княжна Марья ОТКАЗЫВАЕТ Анатолю Курагину.\n"
"4. Хронология: Сейчас 1805 год.\n"
"5. Если текст обрывается до того, как персонаж принял решение или выжил, напиши: 'Чем закончилась сцена — в данном фрагменте не указано.'\n"
"6. Пиши сухим языком фактов (3-5 предложений).\n"
f"{self.characters_lore}"
)

И подобрал такие настройки модели:

with torch.no_grad():
            output_tokens = self.model.generate(
                **inputs,
                max_new_tokens=350,        
                temperature=0.1,           
                repetition_penalty=1.15,  
                do_sample=True,
                top_p=0.85,
                pad_token_id=self.tokenizer.eos_token_id
            )

Часть 4: Рождение графа Бездаровского

И тут я столкнулся с интересной ошибкой

Глава 21: (Галлюцинация). Пьер назван «Пьером Бездаровским». Это Пьер Безухов. Суть главы (попытка самоубийства Наташи и разговор с Андреем) верна.

Моя теория этой галлюцинации очень проста. В этой главе Пьер занимается самобичеванием, говорит, что он бездарный. Когда модель начала генерацию фамилии [без] она взяла из базы данных героев, потом по ошибке подставила [дар] и в конце добавила типичное окончание для фамилий того времени [овский], вот более наглядная демонстрация:

Безухов -> [Без], [ухов]

Бездарный -> [Без], [дар], [ный]

Подобные ошибки немногочисленны, поэтому их проще ловить на постпродакшене и не мучить нейронку излишним промт инженерингом.

Финальная оценка содержания от Gemini 3 flash

  • Средняя точность фактов: ~93%

  • Главная беда: Путаница в фамилиях (Андрей Безухов, Пьер Бездаровский).

  • Критические сбои: 2 раза (попытка женить Андрея не на той и т.д.).

Полный разбор по каждой главе

Том 1, Часть 1 (Петербург и Москва)

  • Глава 1-4: 95%. Точно описан салон Шерер.

    • Нюанс: В гл. 4 Андрей Болконский назван «Виконтом» — это ошибка, Виконт Мортемар — другой гость.

  • Глава 5: 50% (Грубая ошибка). Пьер НЕ рассказывает о желании стать масоном в этот момент. Он станет им только во 2-м томе. Здесь он просто спорит о Наполеоне.

  • Глава 6: 95%. Конфликт Андрея и Лизы передан верно.

  • Глава 7: 90%. Верно, но Пьер — сын Кирилла Владимировича Безухова, а не Ростова (в тексте можно двояко понять).

  • Глава 8-10: 95%. Именины Наташи, поцелуй с Борисом — всё точно.

  • Глава 11: 95%. Просьба Анны Михайловны.

  • Глава 12: 70% (Ошибка). У графа Безухова не было дочерей. Это его племянницы (три княжны).

  • Глава 13: 90%. Встреча Пьера и Бориса.

  • Глава 14: 95%. Графиня Ростова дает деньги Друбецкой.

  • Глава 15-17: 95%. Обед у Ростовых, Марья Дмитриевна Ахросимова, танцы.

  • Глава 18-19: 60% (Техническая ошибка). Глава 19 обрывается на полуслове («княжна Мария и кня...»). Суть ясна, но текст не полон.

  • Глава 20-21: 95%. Смерть графа Безухова и борьба за мозаиковый портфель.

  • Глава 22-25: 98%. Быт в Лысых Горах, старый князь Болконский и отъезд Андрея на войну.

Том 1, Часть 2 (Война 1805 года)

  • Глава 1-3: 95%. Смотр в Браунау, Кутузов и Болконский.

  • Глава 4-5: 95%. Ростов, Денисов и кража кошелька Теляниным.

  • Глава 6-8: 95%. Переправа через Энс, первый бой Николая Ростова.

  • Глава 9-12: 90%. Андрей у Билибина и дипломатические интриги.

  • Глава 13-15: 90%. Кутузов спасает армию, маневр Багратиона.

  • Глава 16-21: 95%. Шенграбенское сражение, подвиг батареи Тушина, ранение Ростова.

Том 1, Часть 3 (Сватовство и Аустерлиц)

  • Глава 1-2: 95%. Пьер становится богачом, интриги Василия Курагина.

  • Глава 3-5: 95%. Анатоль Курагин едет к княжне Марье. Сцена со служанкой Бурьен передана точно.

  • Глава 6: 95%. Письмо Николая Ростова домой.

  • Глава 7-10: 95%. Смотр под Ольмюцем, восторг Ростова перед императором.

  • Глава 11-14: 95%. Подготовка к Аустерлицу, Вейротер читает диспозицию.

  • Глава 15-19: 98%. Сражение, подвиг Андрея со знаменем, его ранение и «высокое небо». Наполеон у тела Андрея.

Том 2, Часть 1 (Возвращение и дуэль)

  • Глава 1-3: 95%. Приезд Николая и Денисова в Москву. Обед в честь Багратиона.

  • Глава 4-5: 95%. Ссора Пьера с Долоховым и дуэль.

  • Глава 6: 95%. Пьер расстается с Элен.

  • Глава 7-9: 95%. Болконские получают известие о «гибели» Андрея. Смерть Лизы при родах. Возвращение Андрея.

  • Глава 10-11: 90%. Долохов сватается к Соне и получает отказ.

  • Глава 12-16: 95%. Танцы у Иогеля. Николай Ростов проигрывает 43 тысячи Долохову. Раскаяние Николая.

Том 2, Часть 2 (Масонство)

  • Глава 1-4: 98%. Пьер встречает масона Баздеева в Торжке и вступает в ложу.

  • Глава 5: 95%. Пьер пытается помириться с Элен (неудачно) и уезжает.

  • Глава 6-7: 95%. Борис Друбецкой в Петербурге, успех Элен в свете.

  • Глава 8-9: 90%. Письмо Билибина Андрею. Жизнь Болконского в деревне.

  • Глава 10-14: 95%. Поездка Пьера по имениям. Встреча Пьера и Андрея в Богучарове. Спор о добре и смысле жизни на пароме.

  • Глава 15-17: 90%. Жизнь Ростова в полку, голод, госпиталь.

  • Глава 18-21: 95%. Тильзитский мир. Николай Ростов видит Наполеона и Александра вместе, его внутренний кризис.

Том 2, Часть 3 (Сперанский и помолвка)

  • Глава 1: 30% (Грубейшая ошибка). Главный герой назван «Князь Андрей Безухов». Это Андрей Болконский. История про дуб описана верно, но фамилия перепутана.

  • Глава 2: 95%. Андрей в Отрадном слышит разговор Наташи и Сони ночью.

  • Глава 3: 95%. Вторая встреча с дубом (он зацвел). Решение Андрея ехать в Петербург.

  • Глава 4-6: 95%. Андрей и реформы Сперанского. Увлечение Андрея личностью Сперанского.

  • Глава 7-10: 95%. Пьер и масонство в Петербурге. Разочарование Пьера. Дневник Пьера.

  • Глава 11-13: 95%. Сватовство Берга к Вере Ростовой. Борис Друбецкой у Ростовых.

  • Глава 14-17: 98%. Первый большой бал Наташи Ростовой. Танец с Андреем.

  • Глава 18-19: 95%. Разочарование Андрея в Сперанском. Его любовь к Наташе.

  • Глава 20-21: 95%. Вечер у Берга. Разговоры о Наташе.

  • Глава 22-24: 95%. Андрей признается Пьеру в любви. Сватовство. Условие старого князя (отложить свадьбу на год).

  • Глава 25-26: 95%. Тяжелая жизнь княжны Марьи с отцом. Письмо Андрея о помолвке.

Том 2, Часть 4 (Охота и святки)

  • Глава 1-2: 95%. Николай возвращается в отпуск. Дела в имении расстроены.

  • Глава 3-6: 98%. Знаменитая сцена охоты. Волк, Данило, встреча с Илагиным.

  • Глава 7: 95%. Вечер у «Дядюшки», Наташа танцует «русскую».

  • Глава 8: 95%. Финансовые проблемы Ростовых. Николай решает жениться на Соне вопреки матери.

  • Глава 9-13: 95%. Святки. Ряженые. Поездка к Мелюковым. Поцелуй Николая и Сони. Гадания Наташи.

Том 2, Часть 5 (Наташа и Анатоль)

  • Глава 1-5: 90%. Пьер в Москве, кризис. Борис Друбецкой сватается к Жюли Карагиной из-за денег.

  • Глава 6-8: 95%. Ростовы в Москве. Неудачный визит к старику Болконскому. Наташа в опере.

  • Глава 9-11: 95%. Встреча Наташи с Анатолем Курагиным. Описание «порочности» Анатоля.

  • Глава 12-14: 95%. Элен помогает Анатолю соблазнить Наташу. Письмо Анатоля (написанное Долоховым).

  • Глава 15-18: 95%. Наташа отказывает Андрею письмом. Подготовка побега. Срыв побега из-за Сони и Марьи Дмитриевны.

  • Глава 19-20: 95%. Пьер сообщает Наташе, что Анатоль женат. Гнев Пьера против Анатоля.

  • Глава 21: 60% (Галлюцинация). Пьер назван «Пьером Бездаровским». Это Пьер Безухов. Суть главы (попытка самоубийства Наташи и разговор с Андреем) верна.

  • Глава 22: 98%. Пьер и Наташа. «Если бы я был не я, а красивейший... человек в мире». Комета 1812 года — финал 2-го тома.

Заключение

В итоге примерно 230000 слов из двух томов превратились в плотную выжимку на 18000 слов. Для меня это был невероятно интересный опыт и первый, хорошо работающий, проект. Я решил не писать о ложных гипотезах и прочих факапах, так что надеюсь, что вам было интересно читать.

А какие безумные слияния токенов ловили вы?

Буду рад критике и советам от более опытных ML-инженеров в комментариях!

Исходники:

Код проекта
#Модель
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig

#model_id = "mistralai/Mistral-Nemo-Instruct-2407"
#model_id = "Qwen/Qwen2.5-7B-Instruct"
model_id = "IlyaGusev/saiga_llama3_8b"

# Квантизация
bnb_config = BitsAndBytesConfig(
    load_in_4bit=True,
    bnb_4bit_use_double_quant=True,
    bnb_4bit_quant_type="nf4",
    bnb_4bit_compute_dtype=torch.bfloat16
)


tokenizer = AutoTokenizer.from_pretrained(model_id)

tokenizer.pad_token = tokenizer.eos_token
tokenizer.padding_side = 'left' 

# Загрузка модели
model = AutoModelForCausalLM.from_pretrained(
    model_id,
    quantization_config=bnb_config,
    device_map={"": 0},           
    torch_dtype=torch.bfloat16,
    trust_remote_code=True,
    
)


print(f"Memory allocated: {torch.cuda.memory_allocated() / 1024**3:.2f} GB")

#Парсер
import re
def parse_war_and_peace(file_path):
    with open(file_path, 'r', encoding='utf-8') as f:
        content = f.read()
    
    volumes = re.split(r'^Том\s+', content, flags=re.MULTILINE | re.IGNORECASE)
    
    structured_data = []
    
    for v_idx, vol in enumerate(volumes[1:], 1):
        parts = re.split(r'^Часть\s+', vol, flags=re.MULTILINE | re.IGNORECASE)
        
        for p_idx, part in enumerate(parts[1:], 1):
            # Главы разделяем по римским цифрам
            chapters = re.split(r'^[IVXLCDM]+\.?\s*$', part, flags=re.MULTILINE)
            
            for c_idx, chapter in enumerate(chapters[1:], 1):
                text = chapter.strip()
                if text:
                    structured_data.append({
                        "vol": v_idx,
                        "part": p_idx,
                        "chap": c_idx,
                        "text": text
                    })
    return structured_data

# Основной класс

import torch
import gc

class TolstoyProcessor:
    def __init__(self, model, tokenizer):
        self.model = model
        self.tokenizer = tokenizer
        
        self.characters_lore = """
[БАЗА ДАННЫХ ПЕРСОНАЖЕЙ - ЖЕСТКОЕ ПРАВИЛО]:
[БЕЗУХОВЫ]: Пьер (незаконный сын графа Кирилла Безухова). Пьер НЕ РОСТОВ и НЕ КУРАГИН!
[РОСТОВЫ]: Граф Илья (отец), графиня Наталья (мать). Дети: Николай (жив, не полковник!), Наташа, Вера, Петя. Соня (племянница).
[БОЛКОНСКИЕ]: Старый князь Николай. Дети: Андрей (муж Лизы), княжна Марья. Лиза (беременна, жена Андрея).
[КУРАГИНЫ]: Князь Василий (хитрый дальний родственник, ОН НЕ ОТЕЦ ПЬЕРУ!). Дети: Элен, Анатоль, Ипполит.
[ДРУГИЕ]: Борис Друбецкой (сын Анны Михайловны). Долохов. Денисов.
ВРЕМЯ ДЕЙСТВИЯ: 1805 год (НЕ 1812!).
"""

    def clean_truncate(self, text, max_chars=5000):
        """Обрезаем текст по последней точке, чтобы не было обрывков фраз.
        5000 символов безопасно влезают в 10GB VRAM вместе с промптом."""
        if len(text) <= max_chars:
            return text
        truncated = text[:max_chars]
        last_dot = truncated.rfind('.')
        if last_dot != -1:
            return truncated[:last_dot + 1]
        return truncated

    def _build_prompt(self, chapter_text):
        system_content = (
            "Ты — строгий исторический архивариус. Твоя задача — извлечь 100% достоверные факты из текста.\n"
            "КРИТИЧЕСКИЕ ПРАВИЛА (ЗА НАРУШЕНИЕ - ШТРАФ):\n"
            "1. СТРОГО СВЕРЯЙ ФАМИЛИИ с [БАЗОЙ ДАННЫХ]. Князь Василий — КУРАГИН. Илья — РОСТОВ.\n"
            "2. ЗАПРЕЩЕНО убивать героев! Николай Ростов ВЫЖИВАЕТ при Шенграбене.\n"
            "3. ЗАПРЕЩЕНО додумывать романтику! Княжна Марья ОТКАЗЫВАЕТ Анатолю Курагину.\n"
            "4. Хронология: Сейчас 1805 год.\n"
            "5. Если текст обрывается до того, как персонаж принял решение или выжил, напиши: 'Чем закончилась сцена — в данном фрагменте не указано.'\n"
            "6. Пиши сухим языком фактов (3-5 предложений).\n"
            f"{self.characters_lore}"
        )
        
        user_content = f"Напиши краткое содержание этого текста:\n\n{chapter_text}"

        messages = [
            {"role": "system", "content": system_content},
            {"role": "user", "content": user_content}
        ]
        
        
        return self.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)

    def process_chapter(self, chapter_text):
        
        safe_text = self.clean_truncate(chapter_text, max_chars=7500)
        
        prompt = self._build_prompt(safe_text)
        
        inputs = self.tokenizer(prompt, return_tensors="pt", truncation=True, max_length=4000).to("cuda")
        
        with torch.no_grad():
            output_tokens = self.model.generate(
                **inputs,
                max_new_tokens=350,        
                temperature=0.1,           
                repetition_penalty=1.15,  
                do_sample=True,
                top_p=0.85,
                pad_token_id=self.tokenizer.eos_token_id
            )
        
        new_tokens = output_tokens[0][inputs.input_ids.shape[-1]:]
        summary = self.tokenizer.decode(new_tokens, skip_special_tokens=True).strip()
        
        # Очистка памяти
        del inputs, output_tokens
        gc.collect()
        torch.cuda.empty_cache()
        
        return summary

#Основной цикл
import os
import re

output_file = "F:/ML_Lab/2war_and_peace_summarized_llama_test.md"
chapters_list = parse_war_and_peace("tolstoy_voyna-i-mir.txt")


last_vol, last_part, last_chap = 0, 0, 0

if os.path.exists(output_file):
    print(f"Файл {output_file} найден. Ищу последнюю обработанную главу...")
    with open(output_file, "r", encoding="utf-8") as f:
        content = f.read()
        # Ищем все заголовки вида "## Том 1, Часть 1, Глава 5"
        found_chapters = re.findall(r"## Том (\d+), Часть (\d+), Глава (\d+)", content)
        
        if found_chapters:
            # Берем самую последнюю найденную главу
            last_vol, last_part, last_chap = map(int, found_chapters[-1])
            print(f"Продолжаем с: Том {last_vol}, Часть {last_part}, Глава {last_chap}")
else:
    # Если файла нет, создаем его и пишем заголовок
    with open(output_file, "w", encoding="utf-8") as f:
        f.write("# Война и мир: Краткое содержание (AI Generated)\n\n")
    print("Создан новый файл для содержания.")


processor = TolstoyProcessor(model, tokenizer)

for item in chapters_list:
    v, p, c = item['vol'], item['part'], item['chap']
    
    # Пропускаем главы, которые уже обработаны
    if (v < last_vol) or \
       (v == last_vol and p < last_part) or \
       (v == last_vol and p == last_part and c <= last_chap):
        continue

    print(f"Обработка: Том {v}, Часть {p}, Глава {c}...")
    
    try:
        summary = processor.process_chapter(item['text'])
        
        with open(output_file, "a", encoding="utf-8") as f:
            f.write(f"## Том {v}, Часть {p}, Глава {c}\n")
            f.write(f"{summary}\n\n")
            f.write("---\n\n")
            
    except Exception as e:
        print(f"!!! Ошибка на Том {v}, Часть {p}, Глава {c}: {e}")
        print("Прекращаю работу. Данные сохранены.")
        break

    if c % 5 == 0:
        print(f"--- Готово 5 глав. Последнее: {summary[:50]}... ---")

print("Обработка завершена или достигнут конец списка.")

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    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 04.08.26 12:37 kimberlyhebertt6877

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  • 06.08.26 08:11 ROMMYHENDERSON344

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  • 06.08.26 13:56 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.08.26 13:56 lydiassmith567

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  • 11.08.26 03:43 raymont0714

    I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained

  • 12.08.26 16:37 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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