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Тегирование людей на изображениях и Генерация заголовков для видеороликов

Представьте ситуацию: вы только что вернулись из (заслуженного) отпуска с друзьями и, конечно, сделали множество фотографий. Вы хотите отправить друзьям фото с ними. Но как сделать это эффективно? Можно просмотреть фотографии вручную и отметить каждого друга отдельно. Но вы только вернулись из отпуска, ваш электронный почтовый ящик переполнен, и на просмотр фото совсем нет времени. Как же быть?

Обзор

В этом подразделе мы создадим небольшое приложение, которое автоматически тегирует людей на изображениях. Пользователи предоставляют три элемента входных данных:

путь к каталогу, содержащему фотографии, к которым нужно добавить теги;
путь к каталогу, содержащему фото людей, которых нужно найти;
путь к каталогу, куда будут сохраняться размеченные фотографии.

Для простоты мы будем использовать в качестве тегов имена файлов. Мы предполагаем, что фотографии с человеком, которого нужно найти, названы по имени этого человека. Например, в нашем каталоге с фотографиями людей, которых нужно найти, есть изображения с именами Joe.png и Jane.png. Чтобы тегировать нужное изображение, мы просто изменим имя файла, добавив в его начало имена людей, которые запечатлены на нем.

Предположим, у нас есть изображение beach.png, на котором есть и Джо, и Джейн. Тогда в выходном каталоге мы создадим два файла с именами Joebeach.png и Janebeach.png, показывая, что обе они есть на фотографии пляжа. Если нам нужно отправить все фотографии, на которых изображен один и тот же человек, например Джо, то можно найти все файлы, имя которых удовлетворяет регулярному выражению Joe*.png (где * обозначает произвольные строковые значения).

Сначала на этапе внутренней обработки требуется загрузить, во-первых, изображения людей, которых нужно найти, и, во-вторых, фото, которые нужно тегировать. Для каждого человека, которого мы ищем, и для каждой фотографии, которую нужно тегировать, будем перебирать все возможные пары. Например, если мы ищем пять человек и у нас есть десять фото для тегирования, то придется рассмотреть 50 пар. Для каждой из этих пар мы используем языковую модель GPT-4o, чтобы решить, запечатлен ли соответствующий человек на тегируемой фотографии.

Для этого понадобятся мультимодальные промпты, содержащие текст и два изображения. Первое — фото человека, которого нужно найти, а второе — фото, на котором его нужно отметить. С помощью текстового промпта можно дать языковой модели указание сравнить изображения и определить, есть ли этот человек на фотографии. При каждом совпадении — то есть сочетании человека и фото, на котором он есть, — мы будем копировать соответствующую фотографию в выходную папку, добавляя перед ее названием имя человека.

На рис. 6.2 показан пример промпта. Слева — фотография Джейн, одной из тех, кого мы ищем. Справа — фото для тегирования. В текстовой инструкции содержится указание для языковой модели сравнить две фотографии и дать ответ «Да», если на них изображен один и тот же человек (или «Нет», если люди разные). В данном случае на фотографиях изображены разные люди и правильный ответ должен быть «Нет».

Рис. 6.2. Мультимодальный промпт, содержащий два изображения и текст: языковая модель получает указание проверить, изображен ли на обеих фотографиях один и тот же человек (ожидаемый ответ: «Да») или нет (ожидаемый ответ: «Нет»)

Кодирование локально хранящихся изображений

В разделе 6.2 мы с помощью языковой модели GPT-4o анализировали интернет-изображения. Теперь речь идет о наших личных отпускных фотографиях. Допустим, нам не хочется выкладывать их в сеть и делать общедоступными. Каким образом передать их только GPT-4o?

Скорее всего, придется преобразовать изображения в формат, подходящий для GPT-4o. Языковая модель GPT-4o поддерживает широкий спектр форматов изображений, таких как PNG, JPEG, WEBP и GIF. Для любого формата размер файла изображения в данный момент ограничен 20 Мбайт. Чтобы загрузить изображения поддерживаемых типов в GPT-4o, сначала нужно закодировать их с помощью кодировки base64.

Что такое кодирование base64
Кодирование base64 — это способ представления двоичных данных в виде текстовой строки, состоящей из печатаемых символов. Как следует из названия base64, используемый для строки алфавит основан на 64 символах. Это означает, что каждый символ можно представить с помощью шести бит (поскольку они позволяют представить 26 = 64 возможных символа). Учитывая, что хранение данных в компьютерах осуществляется на уровне байтов (по восемь бит), кодирование целесообразно производить группами из трех байт (24 бита). Используя кодировку base64, три байта можно использовать для представления четырех символов (поскольку 24 / 6 = 4).

В Python кодирование двоичных данных в формат base64 выполняется с помощью модуля base64. Приведенный ниже код открывает файл изображения, путь к которому указан в переменной image_path, и кодирует его с использованием формата base64:

with open(image_path, 'rb') as image_file:
    encoded = base64.b64encode(image_file.read())

Мы преобразовали двоичные данные изображения в строку в формате base64. Прежде чем отправлять такие изображения языковой модели GPT-4o, необходимо выполнить еще одно (последнее) преобразование: представить строку в кодировке UTF-8.

Что такое кодировка UTF-8
UTF-8 — это способ представления строковых данных. Он чрезвычайно популярен и используется примерно на 98 % сайтов. UTF-8 поддерживает более миллиона символов из самых разных языков. Все эти символы можно представить с помощью фиксированного количества байтов: четыре байта для представления каждого символа. Однако это неэффективно, ведь не учитывается тот факт, что некоторые символы встречаются гораздо чаще других. Если закодировать распространенные символы меньшим количеством байтов, оставив представления с большим количеством байтов для более редких, то можно представить тот же текст, используя меньше байтов. Именно это и делает UTF-8, а поскольку для представления разных символов может потребоваться разное количество байтов, то UTF-8 также называют стандартом переменной длины. При этом он был разработан так, чтобы сохранять обратную совместимость со старым стандартом ASCII: первые 128 символов кодируются в нем точно так же.

Преобразовать нашу строку base64, кодирующую изображение, в формат UTF-8 в Python можно с помощью функции decode. При условии, что изображение все еще закодировано в переменной encoded, можно сделать это с помощью следующего кода:

image = encoded.decode('utf-8')

Полученное изображение, закодированное как текстовая строка UTF-8, подходит в качестве входных данных для языковой модели GPT-4o. Далее мы рассмотрим, как загрузить изображения в этом формате на платформу OpenAI. После их загрузки ссылки на эти изображения можно будет добавить в наши запросы. Изображения обычно указываются как компоненты запроса:

{'type':'image_url', 'image_url':{'url':image_url}}

Здесь image_url обозначает URL, ведущий к изображению, которое необходимо проанализировать. Ранее мы использовали для этого общедоступные URL. Теперь мы анализируем личные изображения, которые отправим компании OpenAI, чтобы использовать их только для обработки конкретных запросов. С учетом того, что элемент image по-прежнему представляет изображение, которое закодировано как строка, URL изображения можно задать так:

image_url = {'url':f'data:image/png;base64,{image}'}

В этом коде предполагается, что изображение хранится в формате PNG (если нет, то замените значение png на соответствующий идентификатор формата, например jpeg). URL объединяет метаданные об изображении (такие как тип изображения и кодировка) с суффиксом строки, представляющим саму фотографию.

Передача изображений из локального хранилища в OpenAI

Воспользуемся этим проектом как возможностью увидеть альтернативный способ взаимодействия с моделями GPT. Такой подход даст представление о внутренних механизмах работы библиотеки Python от OpenAI. До сих пор мы использовали обертки Python, которые в фоновом режиме отправляли запросы на платформу OpenAI. Для отправки своих локальных изображений языковой модели GPT-4o мы сами создадим такие запросы.

Мы используем библиотеку requests Python для создания HTTP-запросов, отправляем промпты (с текстом и изображениями) в GPT-4o и получаем ответ. Точнее говоря, мы будем отправлять HTTP-запросы методом POST. Это тип запроса, принимаемый платформой OpenAI. Такие запросы можно отправить с помощью метода requests.post.

Запросы будут содержать всю информацию, которая нужна GPT-4o для решения интересующей нас задачи (в данном случае проверки, изображен ли на двух фотографиях один и тот же человек). Прежде всего в запрос необходимо добавить заголовки (headers). Мы будем использовать следующие заголовки:

headers = {
    'Content-Type': 'application/json',
    'Authorization': 'Bearer ...'
}

Как видите, они заданы как словарь Python. Для нашего сценария использования требуется сохранить только два свойства: тип данных (мы планируем отправлять контент в формате JSON) и учетные данные доступа (три точки обозначают наш ключ доступа OpenAI).

Далее необходимо указать полезную нагрузку, то есть содержимое, которое следует отправить с помощью запроса в первую очередь:

payload = {
    'model': 'gpt-4o',                    1 Указание модели
    'messages': [
        {'role': 'user', 'content': ...}  2 Первое сообщение
        ],
    'max_tokens':1                        3 Длина вывода
}

Обратите внимание: полезная нагрузка содержит именно те поля, которые мы обычно указывали в вызовах метода completions.create. И это не случайно, поскольку второй метод внутри себя создает запросы с аналогичной полезной нагрузкой. Сначала полезная нагрузка указывает модель 1: gpt-4o (чтобы иметь возможность обрабатывать мультимодальные входящие промпты). Мы указываем список сообщений, в котором всего одна запись 2. Сообщение помечено как исходящее от пользователя ('role':'user'), а его содержимое, обозначенное тремя точками, будет содержать текстовые инструкции и изображения. Наконец, мы ограничиваем длину ответа одним токеном ('max_tokens':1) 3. Это логично, ведь нам нужен бинарный результат: один и тот же человек либо есть на нескольких входных изображениях (ожидаемый ответ: «Да»), либо нет (ожидаемый ответ: «Нет»).

Сформировав заголовки и полезную нагрузку, можно вызвать модель GPT-4o с помощью такого кода:

response = requests.post(
    'https://api.openai.com/v1/chat/completions',
    headers=headers, json=payload)

Первым параметром в вызове метода requests.post указан URL, на который нужно отправить запрос. В данном случае адрес https://api.openai.com/v1/chat/completions показывает, что требуется выполнить задачу типа Completion, используя одну из чат-моделей OpenAI (к ним относится и GPT-4o). Мы используем созданные ранее заголовки и полезную нагрузку.

В ответе содержится объект с результатом работы GPT-4o. Получить доступ к ответу (в котором говорится, изображен ли на двух фотографиях один и тот же человек) можно с помощью такого фрагмента кода:

response.json()['choices'][0]['message']['content']

Полный рабочий код для реализации

Теперь мы готовы обсудить полную реализацию от начала до конца! В листинге 6.2 представлен код, позволяющий отмечать людей на фотографиях.

Листинг 6.2. Тегирование людей на фотографиях из локального хранилища

import argparse
import base64
import os
import requests
import shutil

def load_images(in_dir):                 1 Загружает изображения с диска
    """Загружает изображения из каталога.
    
    Аргументы:
        in_dir: путь к входному каталогу.

    Выводит:
        словарь сопоставлений имен файлов с PNG-изображениями.
    """
    name_to_image = {}
    file_names = os.listdir(in_dir)
    for file_name in file_names:
        if file_name.endswith('.png'):
            image_path = os.path.join(in_dir, file_name)
            with open(image_path, 'rb') as image_file:
                encoded = base64.b64encode(image_file.read())
                image = encoded.decode('utf-8')
                name_to_image[file_name] = image

    return name_to_image

def create_prompt(  2 Создает мультимодальный промпт
    person_image, image_to_label):
    """ Создать промпт для сравнения изображений.

    Аргументы:
        person_image: изображение человека.
        image_to_label: изображение для назначения метки.

    Выводит:
        Промпт для проверки, изображен ли один и тот же человек
        на обеих иллюстрациях.
    """
    task = {'type':'text',
            'text':'На этих фотографиях один и тот же человек ("Да"/"Нет")?'}
    prompt = [task]
    for image in [person_image, image_to_label]:
        image_url = {'url':f'data:image/png;base64,{image}'}
        image_msg = {'type':'image_url', 'image_url':image_url}
        prompt += [image_msg]

    return prompt

def call_llm(ai_key, prompt):             3 Генерирует ответ на промпт
    """Вызвать языковую модель для обработки промпта с локальными изображениями.

    Аргументы:
        ai_key: ключ для доступа к OpenAI.
        prompt: промпт, объединяющий текст и локальные изображения.

    Выводит:
        Ответ языковой модели.
    """
    headers = {
        'Content-Type': 'application/json',
        'Authorization': f'Bearer {ai_key}'
    }
    payload = {
        'model': 'gpt-4o',
        'messages': [
            {'role': 'user', 'content': prompt}
            ],
        'max_tokens':1
        }
    response = requests.post(
        'https://api.openai.com/v1/chat/completions',
        headers=headers, json=payload)
    return response.json()['choices'][0]['message']['content']

if __name__ == '__main__':                4 Отмечает изображения с людьми

    parser = argparse.ArgumentParser()    5 Параметры командной строки
    parser.add_argument('peopledir', type=str, help='Изображения людей')
    parser.add_argument('picsdir', type=str, help='Изображения для тегирования')
    parser.add_argument('outdir', type=str, help='Выходной каталог')
    args = parser.parse_args()

    people_images = load_images(args.peopledir)
    unlabeled_images = load_images(args.picsdir)

    for person_name, person_image in people_images.items():  6 Перебирает людей
        for un_name, un_image in unlabeled_images.items():   7 Перебирает изображения
                     prompt = create_prompt(person_image, un_image)
                     ai_key = os.getenv('OPENAI_API_KEY')
                     response = call_llm(ai_key, prompt)
                     description = f'un_name versus person_name?'
                     print(f'description -> response')

                     if response == 'Да':         8 Копирует изображение в случае совпадения
                         labeled_name = f'person_name[:-4]un_name'
                         source_path = os.path.join(args.picsdir, un_name)
                         target_path = os.path.join(args.outdir, labeled_name)
                         shutil.copy(source_path, target_path)

Сначала рассмотрим основную функцию 4. Как обсуждалось ранее, в качестве параметров командной строки пользователи указывают три каталога 5: с фотографиями, которые требуется тегировать; с изображениями людей, которых нужно отметить на фотографиях; и каталог для вывода.

На первом этапе мы загружаем все изображения для тегирования, а также все изображения людей, которых нужно найти. Для этого используется функция load_images 1. Она получает список всех файлов во входном каталоге, а затем рассматривает те, которые заканчиваются суффиксом .png (то есть все изображения в формате PNG). Как обсуждалось ранее, изображения необходимо закодировать в виде строк (применив кодировку base64), которые в конечном счете представлены с помощью кодировки UTF-8. Результатом работы функции load_images является словарь Python, сопоставляющий имена файлов с соответствующими закодированными изображениями. Этот словарь возвращается как результат функции.

Применив функцию load_images к каждому из двух входных каталогов, мы получим два словаря Python. Один сопоставляет имена файлов, содержащих изображения людей (которые, как мы договорились ранее, являются именами этих людей), с соответствующим закодированным изображением. Другой сопоставляет имена файлов изображений, которые необходимо тегировать, с закодированными изображениями.

Наша цель — сопоставить каждую фотографию, предназначенную для тегирования, со всеми людьми, которые на ней запечатлены. Поскольку мы используем промпты, одномоментно сравнивающие только две фотографии, то придется просмотреть все сочетания людей и изображений, которые требуется тегировать. Именно поэтому мы используем двойной вложенный цикл for: один перебирает людей 6, а другой — размечаемые изображения 7.

Для каждого сочетания изображения и человека с помощью функции create_prompt создается мультимодальный промпт. Эта функция 2 объединяет оба закодированных изображения вместе с текстовыми инструкциями в промпт. Текстовые инструкции («На фотографиях один и тот же человек (“Да”/“Нет”)?») определяют задачу, а также ожидаемый формат вывода («Да» или «Нет»). Каждый промпт отправляется в языковую модель GPT-4o через функцию call_llm. Как обсуждалось ранее, эта функция 3 использует API запросов для отправки фотографий, находящихся в локальном хранилище, в GPT-4o. Если GPT-4o отвечает «Да», значит, рассматриваемый в данный момент человек есть на изображении, которое сейчас размечается.

Если человек есть на фотографии 8, то мы помечаем ее следующим образом. Берем имя человека (имя соответствующего файла изображения без расширения .png) и добавляем в начало имени файла изображения, которое требуется тегировать. Затем файл этого изображения копируем в выходной каталог, уже с новым именем (которое содержит тег).

Проверка в работе

Пробуем. Если у вас есть настоящие фотографии из отпуска, на которых можно кого-то отметить, то можете использовать их. Если нет, то подходящие тестовые данные доступны по ссылке Tagging, размещенной на сайте книги в разделе дополнительных материалов к главе. Скачайте заархивированный файл и распакуйте. После распаковки в полученной папке должно быть три подкаталога:

people — фотографии людей (в данном случае фото актеров из серии фильмов «Мстители»). Имена файлов содержат имена соответствующих актеров;
pics — еще один набор фотографий (в данном случае дополнительные фото тех же актеров, что и в папке people), который нужно тегировать именами актеров;
processed — пустая папка, которую можно использовать в качестве выходного каталога.

Предположим, что путь к месту хранения распакованной папки — /tagging (так, путь /tagging/people будет вести к подкаталогу с фотографиями людей, которых нужно найти). Выполните код, запустив из терминала такую команду:

python listing2.py /tagging/people /tagging/pics /tagging/processed

СОВЕТ При запуске кода на платформе под управлением операционной системы Windows пути придется адаптировать. В частности, необходимо будет заменить символ / на \.

Во время обработки программа выводит информацию о том, есть ли конкретные люди на конкретных фотографиях. В примере данных есть фото двух человек, которых нужно найти, и четыре изображения, которые требуется тегировать. Это означает, что обработка должна занимать не более нескольких минут (обычно менее двух).

После завершения обработки зайдите в выходную папку. Там должны находиться размеченные изображения, к именам которых добавлены префиксы — имена людей, запечатленных на этих фото. Неплохо для нескольких строк кода на Python!

Генерация заголовков для видеороликов

Помимо множества фотографий (которые теперь можно автоматически тегировать благодаря коду, описанному в предыдущем разделе!), в отпуске вы сняли и немало видеороликов. Автоматически присвоенные имена файлов мало информативны. В каком видеоролике показывается, как вы плаваете в океане? Было бы здорово присвоить видеороликам осмысленные названия, и это поможет быстрее находить нужные. Но у кого есть время вручную подписывать видеоролики? И снова для автоматического выполнения этой задачи можно использовать языковые модели.

Обзор

Мы разработаем систему, которая будет автоматически присваивать видеороликам подходящие заголовки. Эта система использует языковую модель GPT-4o в фоновом режиме. Чтобы присвоить заголовки видеороликам, необходимо отправить мультимодальный промпт, содержащий кадры видео (то есть изображения) и текст, в котором указание для языковой модели — придумать заголовок. На рис. 6.3 показан пример промпта.

Промпт состоит из нескольких видеокадров (на рис. 6.3 мы видим только первый и последний кадры; три точки обозначают, что между ними есть еще кадры) и текстовой инструкции «Придумай краткий заголовок для видеоролика». Обратите внимание, что мы платим за каждый видеокадр, который отправляем в языковую модель GPT-4o. Следовательно, обработка видеоданных через GPT-4o быстро станет дорогостоящей!

Рис. 6.3. Мультимодальный промпт для обработки видеоролика: языковая модель получает инструкцию сгенерировать подходящий заголовок на основе подборки видеокадров

В качестве ответа языковая модель GPT-4o должна отправить логичное название. В примере, показанном на рис. 6.3, это может быть отсылка к автомобилям и, возможно, даже к местоположению (на кадрах указано белым текстом).

Кодирование видеокадров

Сначала необходимо обсудить форматы видео. В предыдущем разделе вы узнали, как прописывать в коде изображения, находящиеся в локальном хранилище. Теперь мы расширим этот подход на работу с видеороликами. Наша цель — извлечь последовательность кадров. Однако видеоролики обычно хранятся не как последовательность кадров, а с использованием более эффективных кодировок. Для нас это означает, что сначала придется извлечь из видеоролика изображения.

Сделаем это с помощью библиотеки OpenCV. Это библиотека компьютерного зрения с открытым исходным кодом. Она предоставляет различные функции для компьютерного зрения, а также для обработки изображений и видеороликов в целом. Разумеется, функцию компьютерного зрения для нас выполнит модель GPT-4o. И все равно OpenCV будет полезна для извлечения кадров из видеороликов. Если вы еще не сделали этого, то самое время установить библиотеку OpenCV, следуя инструкциям в разделе 6.1.

Допустим, установка прошла успешно, и можно получить доступ к OpenCV из кода Python. Соответствующая библиотека Python называется cv2 (это название будет часто встречаться в виде префикса в приведенных ниже фрагментах кода).

Для работы с видеороликами, находящимися в локальном хранилище, сначала нужно открыть соответствующий файл. Запустите этот код, чтобы открыть видео, сохраненное по пути video_path:

video = cv2.VideoCapture(video_path)

Используя переменную video, теперь можно прочитать содержимое видеоролика, применив метод read:

success, frame = video.read()

Результат состоит из кортежей с двумя компонентами: индикатором успешности выполнения (success) и видеокадром (frame). Индикатор указывает, удалось ли нам прочитать еще один кадр. Он перестает работать при достижении конца видеоролика. В этом случае мы не получаем действительный кадр, и значение индикатора становится False.

Предположим, что нам удалось прочитать еще один кадр. В этом случае мы превратим кадр в изображение, которое можно отправить языковой модели GPT-4o. Библиотека OpenCV предоставляет соответствующую функциональность:

_, buffer = cv2.imencode('.jpg', frame)

Функция imencode превращает видеокадр в изображение соответствующего типа. Здесь мы преобразуем кадр в изображение в формате JPEG. В полученном кортеже нам интересен второй компонент (buffer). Он содержит двоичное представление соответствующего изображения.

Эта ситуация знакома нам по предыдущему разделу: есть двоичное представление изображения и его нужно превратить в формат, подходящий для языковой модели GPT-4o. И снова мы сначала кодируем изображение как строку с помощью кодировки base64, а затем представляем эту строку через UTF-8:

encoded = base64.b64encode(buffer)
frame = encoded.decode('utf-8')

Полученный кадр корректно закодирован для добавления в промпт для языковой модели GPT-4o. Завершив обработку видеоролика, закройте соответствующий объект захвата видео, используя такой код:

video.release()

Далее мы соберем фрагменты кода и генерируем заголовки для произвольных видеороликов.

Полный код реализации

В коде листинга 6.3 создаются названия для видеороликов, находящихся в локальном хранилище. Единственный входной параметр — путь к видеоролику. Получив его, программа извлекает несколько видеокадров 4, а затем генерирует промпт, дающий модели GPT-4o указание придумать заголовок для видеоролика на основе выборки кадров. После отправки этого промпта языковой модели ее ответ будет содержать предлагаемый заголовок видеоролика.

Листинг 6.3. Генерация заголовка видеоролика с помощью языковых моделей

import argparse
import cv2
import base64
import openai
import time

client = openai.OpenAI()

def extract_frames(video_path):                1 Извлекает видеокадры
    """ Извлекает кадры из видеоролика.

    Аргументы:
        video_path: путь к видеофайлу.

    Выводит:
        Список первых десяти видеокадров.
    """
    video = cv2.VideoCapture(video_path)
    frames = []
    while video.isOpened() and len(frames) <= 10:
        success, frame = video.read()
        if not success:
            break

        _, buffer = cv2.imencode('.jpg', frame)
        encoded = base64.b64encode(buffer)
        frame = encoded.decode('utf-8')
        frames += [frame]

    video.release()
    return frames

def create_prompt(frames):                     2 Создает мультимодальный промпт
    """ Составить промпт для генерации заголовка к видеоролику.

    Аргументы:
        frames: кадры видеоролика.

    Выводит:
        промпт, содержащий мультимодальные данные (список).
    """
    prompt = ['Придумай точное название для видеоролика.']
    for frame in frames[:10]:
        element = {'image':frame, 'resize':768}
        prompt += [element]
    return prompt

def call_llm(prompt):                          3 Отправляет запрос в языковую модель
    """ Отправить запрос большой языковой модели и вывести ответ.

    Аргументы:
        prompt: ввести запрос к языковой модели.

    Выводит:
        Ответ языковой модели.
    """
    for nr_retries in range(1, 4):
        try:
            response = client.chat.completions.create(
                model='gpt-4o',
                messages=[
                    {'role':'user', 'content':prompt}
                    ]
                )
            return response.choices[0].message.content
        except:
            time.sleep(nr_retries * 2)
    raise Exception('Не удается выполнить запрос к модели OpenAI!')

if __name__ == '__main__':

    parser = argparse.ArgumentParser()
    parser.add_argument('videopath', type=str, help='Путь к видеофайлу')
    args = parser.parse_args()

    frames = extract_frames(args.videopath)    4 Создает название для видеоролика
    prompt = create_prompt(frames)
    title = call_llm(prompt)
    print(title)

Код извлекает видеокадры с помощью функции extract_frames 1. Как обсуждалось ранее, она использует библиотеку OpenCV, чтобы открыть видеоролик для извлечения кадров, а затем последовательно считывает каждый кадр. Для генерации названия видео мы будем использовать не более десяти кадров. Вот почему извлечение заканчивается после максимум десяти кадров (или меньшего количества, если видео очень короткое). Каждый извлеченный кадр кодируется в соответствии с требованиями GPT-4o (то есть изображения в формате JPEG, закодированные как строки). Результатом функции является список закодированных кадров.

В процессе генерации промпта 2 мы объединяем соответствующие текстовые инструкции («Придумай краткий заголовок для видео») с первыми десятью кадрами из видеоролика. Для отправки этих изображений вместе с инструкциями в модель GPT-4o снова воспользуемся оберткой Python 3. Как вариант, можно самостоятельно составлять запросы (как мы делали в предыдущем проекте). Ответ языковой модели должен содержать подходящий заголовок для нашего видеоролика.

Разумеется, мы отправляем только первые несколько кадров видеоролика. Если его содержание после этих нескольких кадров кардинально изменится, то заголовок может оказаться неоптимальным. Причина, по которой мы отправляем только десять кадров, — стоимость вычислений. Помните, что вы платите за каждое отправленное в промпт изображение! Отправка всех кадров длинных видеороликов, как правило, обходится непомерно дорого. Вот почему мы довольствуемся отправкой только небольшого подмножества видеокадров.

Проверка в работе

Протестируем наш генератор заголовков видеороликов! На сайте книги в разделе дополнительных материалов к этой главе есть ссылка Cars, по которой вы можете найти короткий видеоролик с камеры наблюдения, показывающий движение на оживленной дороге. Скачайте его на свой компьютер.

Откройте терминал и перейдите в каталог, содержащий код для этой главы. Предполагается, что видеоролик был загружен в тот же каталог (если нет, замените имя видеоролика — cars.mp4 — на полный путь к нему).

Запустите следующую команду:

python listing3.py cars.mp4

Спустя несколько секунд вычислений должен появиться предлагаемый вариант заголовка видеоролика: например, «Дорожная ситуация на шоссе I-5 у SR 516 и 188-й улицы» (точное название может меняться при разных запусках из-за рандомизации).

Обратите внимание, что название содержит информацию (указание местоположения), которая доступна в видеоролике только в виде текста. Использование GPT-4o для извлечения текста из изображений может быть полезно в различных сценариях: например, для извлечения данных из бланков.

Резюме

Языковая модель GPT-4o обрабатывает как изображения, так и текст.
В промптах можно объединять фрагменты текста и изображения.
Модель GPT-4o поддерживает несколько форматов изображений.
Изображения можно указывать через общедоступный URL.
Изображения, находящиеся в локальном хранилище, можно загружать в OpenAI.
Модель GPT-4o обрабатывает изображения, закодированные в виде строк.
Стоимость обработки изображений выше, чем обработки текста, и может зависеть от размера изображения. Обработка изображений с низкой степенью детализации снижает затраты.
Модуль base64 может кодировать изображения в строки.
Для отправки в языковую модель GPT-4o видео нужно разделять на кадры.
Для извлечения кадров из видео можно использовать библиотеку OpenCV.

Оформить предзаказ на книгу «Анализ данных с LLM. Текст, таблицы, изображения и аудио» можно на нашем сайте.

Для Хаброжителей действует скидка 35% по промокоду — Предзаказ

P.S. Напоминаем, что у нас на сайте проходит сезонная распродажа.

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31 мая 2026 г.

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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02.07.26 01:31 Robin Hale

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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

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06.07.26 16:20 Olga Ognjanović

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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

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
09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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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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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 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] Call/Text Number: +1 (336) 390-6684
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

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.07.26 17:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.07.26 16:21 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. Doris Ashley, 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 ..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

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]
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

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
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

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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

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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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

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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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

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02.09.26 03:43 kimberlyhebertt6877

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04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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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

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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
05.10.26 21:26 [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
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 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
12.10.26 19:34 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
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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