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Н Новости

Провожу тест‑драйв GigaChat Audio в рабочих условиях

Привет, Хабр! Сбер недавно выкатил новую модель, GigaChat Audio. Сейчас я надиктовываю модели этот текст голосом — финальный штрих в истории о том, как я проводил её тест‑драйв.

Когда прочитал, что GigaChat Audio запоминает контекст, ориентируется в больших аудиозаписях и даже чувствует эмоции говорящего, сразу захотел проверить. Я задеплоил эту модель локально на рабочем компьютере и целый день проверял на рабочих задачах. Результат — в этой статье.

Меня зовут Данила @pushnoydan, я мидл‑разработчик и занимаюсь бэкендом микросервисов. А параллельно — большой любитель ИИ‑моделей: в свободное время копаюсь в них, чтобы лучше понимать возможности свежих релизов, стараюсь применять на работе, чтобы упростить рутинные задачи.

GigaChat Audio — audio‑native LLM. В течение дня я поручал ей разбирать голосовые коммуникации от коллег, составлять саммари по аудиозаписям и выводить ключевой контекст из записей различных встреч. Давайте посмотрим, как модель показала на реальных задачах.

Как развернуть GigaChat Audio у себя

Перво‑наперво нужно определить, потянет ли компьютер локальный деплой модели. Я использовал собственное железо с такими характеристиками:

  • Видеокарта: RTX 4090 24GB

  • Процессор: AMD Ryzen 9 9950X OEM, 16 ядер

  • Материнка: GIGABYTE X870E AORUS PRO

  • RAM: 128 GB DDR5

  • SSD: 2Tb

Постфактум спросил у другой модели, насколько это подходящий уровень железа, она оценила его как «достаточный для базового деплоя GigaChat Audio, с возможными проблемами на загружающих железо задачах». Сразу отмечу, что мою машину модель нагрузила почти на 100%, не связанные с ней задачи я решал параллельно на ноутбуке.

То есть если ваш компьютер до подобных характеристик не дотягивает, особенно по видеопамяти, то лучше смотреть в сторону деплоя в облаке — сбережёте своё время. Я выбрал локальный деплой, потому что с ним потенциально чувствительные аудиоданные никуда не утекут, а сам я не получу по шапке от ИБ за прегрешения против безопасности.

Для локальной развёртки на Windows я использовал Docker Desktop, также необходима WSL2: командная строка, wsl ‑install. Все дальнейшие команды выполняются в терминале WSL, так что без этой подсистемы ничего задеплоить не получится. Кроме того, нужно иметь на компьютере свежие драйвера NVIDIA.

Docker Desktop по умолчанию загружает и временные, и постоянные файлы на системный диск. Если места на C: маловато, нужно загружать временные файлы на другой диск, сделав линк между C: и новой папкой назначения. Для этого закрыть Docker Desktop, вручную перетащить папку AppData\Local\Docker на новое место, а потом в командной строке вбить:

mklink /J "C:\Users\<юзернейм>\AppData\Local\Docker" "<диск назначения>:\<новый путь>\<к папке>"

Папку, в которой хранятся готовые образы и модели, назначаются в настройках Docker Desktop: настройки в шестерёнке на верхней панели, Disk Image Location указывается в разделе Resources. Чтобы убедиться, что видеокарта готова к работе с моделью, можно забить в командную строку:

bash
nvidia-smi

Ответ выдаст данные по модели карты, версии драйвера видеокарты и количеству свободной видеопамяти.

Деплой через Docker делаем посредством vLLM. С учётом этого и создаётся следующий контейнер:

dockerfile
FROM vllm/vllm-openai:<текущая версия vLLM>

RUN apt-get update && apt-get install -y \
    libsndfile1 \
    ffmpeg \
    && rm -rf /var/lib/apt/lists/*

RUN pip install --no-cache-dir \
    soundfile \
    librosa \
    scipy

Здесь не только сама vLLM, но и установка всех необходимых зависимостей для работы с аудио. Далее создаём образ:

bash
cd ~/gigachat-deployment
docker build -f Dockerfile.vllm-audio -t vllm-audio:<текущая версия> 

И сразу его проверяем:

bash
docker images | grep vllm-audio

Ответ должен содержать версию модели, вес, айдишник образа. Теперь нужно создать файл.env для окружения. Сначала понадобится токен от HuggingFace, который можно сформировать здесь.

bash
cat > ~/.gigachat.env << EOF
HF_TOKEN=ваш_сформированный_токен

MODEL_PATH=ai-sage/GigaChat3.1-Audio-10B-A1.8B
MAX_MODEL_LEN=24576
GPU_MEMORY_UTILIZATION=0.95

API_PORT=8000
API_HOST=0.0.0.0

EOF

Можно запускать модель напрямую через командную строку. В первый раз для запуска понадобится около 15 минут, в последующие, по моему опыту, от трёх до пяти.

bash
docker run \
  --gpus all \
  --ipc=host \
  --shm-size 32gb \
  -p 8000:8000 \
  -v ~/.cache/huggingface:/root/.cache/huggingface \
  --env-file "~/.gigachat.env" \ 
  --name gigachat-inference \
  vllm-audio:<текущая версия> \
  python3 -m vllm.entrypoints.openai.api_server \
    --model ai-sage/GigaChat3.1-Audio-10B-A1.8B \
    --trust-remote-code \
    --max-model-len 24576 \
    --gpu-memory-utilization 0.95 \
    --host 0.0.0.0 \
    --port 8000

Проверяем, как здоровье контейнера:

bash
docker ps
docker logs -f gigachat-inference

Если всё в порядке — вы увидите сообщение, что модель запущена на http://0.0.0.0:8000. Следующий шаг — тест API‑эндпоинта.

bash
#Ждём сообщение «Uvicorn running on http://0.0.0.0:8000»
curl http://localhost:8000/v1/models

Ответ должен быть такой:

 {
   "object": "list",
   "data": [
     {
       "id": "ai-sage/GigaChat3.1-Audio-10B-A1.8B",
       "object": "model",
       "owned_by": "ai-sage"
     }
   ]
 }

И, наконец, можно послать тестовый запрос:

bash
curl -o образец.mp3 https://образец.com/аудио.mp3
curl -X POST http://localhost:8000/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "ai-sage/GigaChat3.1-Audio-10B-A1.8B",
    "messages": [
      {
        "role": "user",
        "content": [
          {"type": "text", "text": "Сделай транскрипцию аудио"},
          {"type": "audio_url", "audio_url": {"url": "data:audio/mp3;base64,..."}}
        ]
      }
    ]
  }'

Если пришедший результат соответствует вашим ожиданиям, то модель готова к работе.

С деплоем разобрались, переходим к моему опыту с моделью и реальным задачам.

Задача первая: подготовить материалы к конференции

Через пару недель выступаю перед публикой на внутреннем митапе компании. Не первый раз… а второй. Всё равно волнительно. В общем, вовсю готовлю доклад и накидываю материалы для презентации: моя тема — как получать максимальную пользу от микросервисов, не компрометируя при этом общую безопасность архитектуры. С утра написал деврел, который меня курирует, попросил поделиться успехами.

Доклад ещё не готов целиком, примерно половину я набросал в черновом варианте, а вторая половина пока существует в виде тезисов. Этот существующий черновик я зачитал GigaChat Audio.

Мой промпт для GigaChat Audio: транскрибируй аудио, которое я тебе зачитал. Составь краткий анализ части аудио до раздела про безопасность в микроядерной архитектуре: насколько рассказ эмоционально яркий, в каких местах я говорю недостаточно интересно.

В течение дня я внимательно читал все текстовые артефакты, которые получал от модели. Поскольку GigaChat Audio заточена на работу со звуком, у неё падают некоторые бенчмарки качества текста (MMLU‑Pro −9.18, BBH −7.26).

MMLU‑Pro фокусируется на способности модели рассуждать в различных сложных областях, всего в бенчмарк включено 57 дисциплин, таких как право, медицина, психология и другие. На нём модель показывает способность учитывать нюансы: бенчмарк состоит из вопросов с 10 вариантами ответа, девять из которых неверны, но очень похожи на правду.

BBH (Big‑Bench Hard) проверяет способность к сложным рассуждениям. В этом бенчмарке собраны наиболее сложные задачи семейства Big‑Bench — те, в решении которых модели заметно хуже людей. Модели нужно выполнять рассуждения, состоящие из множества шагов, делать выводы, опираясь на контекст, и так далее.

Конкретно эта задача мало зависит от этих бенчмарков, так что я от результатов не ожидал каких‑то подвохов, и их действительно не оказалось. Прикладываю краткий отрывок расшифровки:

«HTTP‑запросы, очереди сообщений и события — это наши с вами микросервисные хлеб и масло. Все понимаем, что они в нашем контексте делают? Если нет, поднимайте руку. Отлично, рук нет, тогда не буду тут останавливаться. Но, конечно, архитектура на этих хлебе с маслом не заканчивается. И я сейчас буду разбирать, как с помощью этого нехитрого инструментария реализовать куда более сложные процессы — например, распределённые транзакции, саги, асинхронные процессы и оркестрацию сервисов, причём делать это так, чтобы безопасность не пострадала».

А вот ревью моего выступления было не слишком позитивным:

«В начале текущего готового доклада ты держишь хороший темп речи, рассказываешь не слишком быстро и не слишком медленно, внимание аудитории не потеряется, и при этом все успеют усвоить информацию. В речи есть смысловые паузы, которые помогают слушателям лучше запомнить полученную ранее информацию. Во вступлении и рассказе про безопасность слышен большой энтузиазм, в речи слышны оговорки и заминки, от этого она более живая. Ты делаешь чёткие эмоциональные акценты на том, что должно заинтересовать аудиторию.»

Когда ты переходишь к рассказу о подходах к взаимодействию и организации микросервисов, речь становится быстрой и монотонной. В этом разделе эмоциональность пропадает.

Начиная с фразы «Теперь расскажу, как в эту историю вписывается REST…» в твоей речи нет ни одной паузы. Похоже, что тебе хочется не поделиться знаниями со слушателями, а как можно скорее рассказать оставшуюся часть доклада. Речь ближе по звучанию к перечисленным дальше ещё не написанным тезисам, чем к первой части твоего рассказа«.»

В общем, над подачей ещё работать и работать. Обидно, но транскрибацию и комментарии от GigaChat Audio закинул деврелу. Надеюсь, он поможет в этом плане подкачаться.

Задача вторая: разобрать по тезисам обучающее видео на иностранном языке

Кто любит учиться? Все любят, без учёбы никак. Вот я регулярно проверяю, какие есть интересные статьи и видео про мои любимые микроядра, в том числе на английском. Раньше мог себе позволить слушать их на обычной скорости, потом времени стало меньше, переключился на двойную. Сейчас и это уже слишком отвлекает от насущных задач, но качать навыки с помощью видео всё равно хочется.

Я разбираюсь в микросервисах, но очень хочу больше знать и о микроядрах. Поэтому решил попробовать GigaChat Audio в качестве транскрибатора и составителя краткого тезисного плана по видео. Скачал нужное видео про кодинг bare‑metal ядра гипервизора, перевёл в.mp3 и скормил модели.

Мой промпт для GigaChat Audio: транскрибируй приложенное аудио с подробными таймингами, а потом составь для меня краткий тезисный план самых важных аспектов этого аудио и выжимку ключевых выводов на русском с цитатами из транскрибации на английском.

Запустил, жду ответа, а вместо этого компьютер повисает намертво. Перезапуск — пора выяснять, что пошло не так.

Возвращаясь к истории деплоя. Изначально у меня параметры модели выглядели так:

MODEL_PATH=ai-sage/GigaChat3.1-Audio-10B-A1.8B
MAX_MODEL_LEN=32768
GPU_MEMORY_UTILIZATION=0.85

Замахнулся, честно говоря, на слишком многое. Модель ресурсоёмкая, запись большая, доступной VRAM стало не хватать, всё повисло. Поэтому и внёс изменения:

MODEL_PATH=ai-sage/GigaChat3.1-Audio-10B-A1.8B
MAX_MODEL_LEN=24576
GPU_MEMORY_UTILIZATION=0.95

Снизил MAX_MODEL_LEN, чтобы уменьшить размер KV‑cache. Заодно разрешил vLLM использовать почти всю видеопамять (0.95 вместо 0.85) — иначе при длинном аудио не хватало слотов в кэше. Соответственно, аудио я порезал на четыре примерно 15-минутных кусочка так, чтобы начало каждого следующего отрезка дублировало последние 10 секунд предыдущего, и скормил их модели уже поочерёдно. В моём случае 15-минутные фрагменты укладывались в лимит токенов модели, но точное соотношение «минуты аудио → токены» зависит от битрейта и токенайзера конкретной модели. Со второй попытки всё получилось!

Итоговая транскрибация на английском ничем не смутила. Результат сразу показал, что я не зря выбрал читать транскриб и тезисы, а не смотреть. Я заглянул в видео постфактум, к автору никаких претензий, но подача материала у нас примерно на одном уровне: если бы надо было слушать час с небольшим, я бы отвалился или сильно запутался.

Транскрибация:

“28:10”

It has a state and yeah it has a runner runner which is a.

28:23

Which is a.

28:24

Which is an empty function.

28:26

So.

28:27

And here's the really nice thing about the self port kernel.

28:35

I believe I saw somewhere the line of code.

28:39

So we can actually run a VM inside a.

28:45

Inside a for loop“.”

Тезисы:

«Автор начинает с подготовки окружения и загрузки нужного софта. Он упоминает Linux, Debian, initial RAM disk и secure boot: ‘Let’s load the software’ и „Linux, let’s take Debian“.»

Сразу выясняется, что часть среды ещё не установлена или настроена неправильно. Это видно по фразе: «We gotta install some, some things first».

К счастью, мотать видео туда‑сюда в поисках реального старта не надо, найти более деловые фрагменты в тексте куда проще:

«Автор отмечает практическую архитектуру VM в seL4: с self‑port kernel VM можно запускать почти как обычный цикл, а VM enter/exit обрабатывает ядро, давая юзеру возможность совершать некоторые действия из гостевого пространства и юзер‑спейса. Это ключевой технический момент раздела.»

Автор читает документацию про minimal application, guest Linux VM, cross‑VM connectors и демонстрации вроде string reverse и Ethernet passthrough, показывая, что платформа умеет больше, чем простой запуск Linux“.”

В принципе круто! Если не учитывать, что с моим уровнем железа нужно готовить аудио к обработке и резать на куски, иначе всё зависнет. Однако кое‑что в итоговых тезисах резануло глаз. Вы, может быть, уже и сами заметили в абзаце выше, если микроядра — ваша сфера интересов: юзер в транскрибе почему‑то может действовать и из гостевого пространства, и из юзерспейса.

Меня это немного смутило, так что я пошёл детективить, включил этот момент и обнаружил, что автор просто сбивается: сперва говорит «гостевое пространство», потом себя поправляет. Модель считала в речи возможность действовать сразу из двух пространств, но в реальности дозволяется только активность из юзерспейса.

Замечу, что я бросил GigaChat Audio заниматься сложным видео про тонкости кодинга, а это как раз домен MMLU Pro, поэтому не удивлён, что подобные мелочи просочились в текст.

Теоретически я могу даже больше заморочиться: настроить внешний pyannote и через него сделать диаризацию аудио, тогда можно хоть целые конференции с круглыми столами транскрибировать — текст будет разбиваться по спикерам. В дальнейшем, возможно, так и сделаю, но сейчас не хотелось отвлекаться от более насущных дел. Всё‑таки учёба важна, а работа важнее.

Задача третья: сделать тезисное саммари важной встречи

Недавно лид соседней команды побывал на конференции и послушал интересный доклад о том, как дробить BFF, чтобы упрощать жизнь командам на фронтенде. Сама тема модульного BFF настолько за пределами этой статьи, что даже не буду углубляться. Суть тут в том, что лид этой идеей всерьёз загорелся и собирал по ней встречу‑двадцатиминутку, затронувшую в том числе нашу команду.

Я на встрече не присутствовал, но, поскольку она касается нашей разработки, мне нужно как минимум в общих чертах понимать, что было сказано. Ну и обрисовать уже моему тимлиду, сочтётся ли эта идея с деталями нашей разработки. Так что я загрузил аудио в GigaChat Audio, чтобы почитать саммари и сберечь время.

Мой промпт для GigaChat Audio: составь краткий тезисный план самых важных аспектов этого аудио, отдельно пропиши все упомянутые в нём айти‑решения, добавь к каждому цитаты, в котором оно упомянуто. На выходе получились краткий текст и табличка.

Отрывок текста:

«Приводится пример недавней проблемы с монолитным BFF: в связи с его использованием снизилась координация команд, что привело к каскаду задержек релизов на фронтенде, накоплению ошибок и откату к задачам прошедшего спринта в одной из команд. В качестве решения предлагается модульный BFF с общим хостом в роли платформенного слоя».

JWT

“Нормализованный токен”, «BFF обменивает сессию через JWT»

NATS

«Через него идёт асинхронная доставка сообщений между BFF‑хостом и backend‑плагинами»

RPC

«От RPC вызываем серверные методы через объект с method и params»

Cookies

«Надеюсь, все в курсе, что такое cookies»

Довольно забавно, что модель в один ряд заносит и самые понятные вещи типа кукиз, и более узкие концепты, но так лучше, точно никакая информация не потеряется, даже самая банальная.

Такая последовательность меня устроила, потому что работу с техничным русским аудио я хотел проверить подробнее: GigaChat Audio натренирована на TimeGround-1M, а это целиком английский датасет с английскими же тайминг‑бенчмарками. Короче, на английском может быть гораздо лучший результат, чем на русском.

Модель выдала мне в списке тезисов такие фразы:

«Представитель одной из бэкенд‑команд предлагает как вариант внедрения BFF расширить слоем агрегации используемый Istio Gateway. »

Участники обсуждают, возможно ли расширение на основе используемого Istio в контексте компании <уход в технические детали>«.»

Istio — это опенсорс, для замены которого у нас есть своё решение в рамках Platform V. Очевидно, никакое расширение Istio на встрече обсуждать не могли, так что я пошёл слушать, что же там сказали на самом деле. И в процессе послушал всё саммари своими ушами. Оригинальный диалог в записи действительно Istio упоминал, но в контексте: «Да, там такой подход возможен, а возможен ли он у нас в контексте наших отличий от Istio?» Поскольку по имени собственно наше решение нигде не упоминалось, модель эту тонкость не подхватила и решила, что речь о том, есть ли у нас внутри компании возможность так поменять решение.

В принципе в данном конкретном случае не самая страшная ошибка — но это потому, что у меня у самого нужный контекст в голове, и я сразу считал косяк. Но вывод на основе этой и прошлой задачи очевиден: микс из сбивчивой речи и технических деталей способен подставить GigaChat Audio смысловую подножку.

Также в конце саммари GigaChat Audio последовала за спикером: он куда больше говорил о плюсах BFF, чем о возможных осложнениях с инфраструктурой и зонами ответственности, и модель тоже уделила плюсам места куда больше, чем минусам.

В итоге конкретно это саммари мне время не сберегло, потому что я для чистоты эксперимента всё перепроверил. Штука умеренно полезная, но полученную от модели чувствительную информацию по хардам явно лучше верифицировать.

Я взял текст за основу для своего ответа, как это нас теоретически затронет. Пометил, что конкретно сейчас велика вероятность, что мы, разработчики в бэк‑командах, не доведём подобную модульность до ума, нам надо будет бежать на большие задачи, маячащие на горизонте. То есть быстро скатимся обратно к монолиту, который ещё и инфраструктурно потолстеет. Но в целом‑то идея здравая: в перспективе на год, например, точно надо в этом направлении идти.

Задача четвёртая: провести код‑ревью для коллеги

Я тут всё‑таки на сеньорство иду, поэтому ревьюить код важно и нужно. Коллега помладше сделал мёрж‑реквест, выбрал меня проверяющим. Сама проверка — ничего сложного, но тут есть и социальный элемент: комменты написать надо так, чтобы коллега не обиделся, не расстроился, не испугался, что всё плохо. Даже если что‑то действительно плохо — это рабочий момент.

Обычно я по несколько раз переписываю свои комменты в личных заметках, прежде чем их прикреплять. А в этот — надиктовал их GigaChat Audio, чтобы он захватил мои живые эмоции в моменте.

Мой промпт для GigaChat Audio: сделай транскрибацию этого аудио, выяви моменты, где слишком много ярких эмоций и составь более нейтральную версию текста с объяснением, что изменилось.

Показываю конкретный пример. Младший допустил серьёзную для микросервисной архитектуры ошибку: не определил стабильный API‑контракт между сервисами и жёстко завязался на текущую структуру данных соседнего сервиса. Сейчас всё работает, но достаточно изменить формат ответа или добавить новую версию API — и интеграция начнёт ломаться в проде. Первый вариант моего комментария выглядел так:

«Вот это взаимодействие локально работает, потому что у обоих сервисов одна версия модели данных, но с платформой не совместимо вообще. Все будущие версии сервисов или изменения в структурах ты не учитываешь, то есть это скрытый баг, просто отложенный до деплоя или апдейта. Сделай контракт явным и не вяжись с другими сервисами».

Такой вариант пришёл от GigaChat Audio:

«Сейчас код рабочий, но только до изменений в данных. Контракт между сервисами не явный, из‑за этого не хватает глобальной совместимости интеграции с платформой. Код полагается на то, что текущие версии сервисов не изменятся в будущем. Давай сделаем API‑контракт явным, чтобы это исправить».

Окей, эмоционально стало лучше, явно меньше наезжаю на младшего. Обычно как раз для такого эффекта мне и нужны многочисленные ревизии. И сразу выявилось необходимое дополнение: так‑то я много сказал о том, что плохо, но не дал конкретики, как сделать лучше. Соответственно, этот готовый текст дополнил списком необходимых данных: эндпоинты, версия, схема запроса… В общем, получилось куда приличнее, как ни посмотри. Того же эффекта я добился бы и сам, но времени ушло бы намного больше, особенно учитывая, что это всего один коммент из итоговых шести.

Задача пятая: разобрать голосовые от коллег по сегодняшним и завтрашним делам

С самого утра я попросил коллег по всем задачам кидать мне голосовые. Они, наверное, неслабо удивились, потому что обычно я исключительно пишу и аудио прошу не отправлять. Но сегодня мне нужны были именно аудиоданные, чтобы тестить GigaChat Audio.

Во‑первых, слушать, какие таски приходят в течение дня.

Мой промпт для GigaChat Audio: транскрибируй присланное аудио.

Результаты довольно простые, но увлекательные. Например, от ребят из команды соседнего продукта:

«Привет! В <внутреннее название сервиса>, судя по всему, БДшка дубли даёт, приходи проверить прям срочно»

«В смысле у нас транзакции не локальные»

«Окей, принял, сколько на фикс?»

«Да, работает, маякну, если что»

Наказ идти работать от тимлида:

«Я тебе напоминаю который раз, что рефакторинг <название сервиса> висит и висит. Почему у меня хост чуть ли не телефон клиента знает? Монолитим опять? Короче, заканчивай там со своей моделькой баловаться и давай срочно дело делай».

Приглашение на завтрашнюю встречу от него же:

«Завтра в 12:30 разбираем, как будут взаимодействовать после обновления <сервис 1> и <сервис 2> и как обновятся границы. Приглашение на почте, прими, чтобы в календаре видно было».

И конечно, от очень расстроенного коллеги:

«<...>, меня эти логи, <...>, уже <...>. <...> с ними сколько уже, а они до сих пор внутри <название сервиса> не трассируются, <...>, нормально. Я сдаюсь, в общем, можешь злорадствовать, <...>, только сперва пофикси этот <...>. Тикет закинул».

Подобное веселье наряду с вышеописанными делами заняло сегодняшний день, логи нужно будет ещё допилить завтра, а рефакторинг займёт немало времени в будущем. В итоге за 15 минут до конца работы я скормил GigaChat Audio сообщения по незаконченным делам и…

Мой промпт для GigaChat Audio: составь на основе присланных аудио короткий список тезисов. Одно сообщение — один тезис.

Итоговый план на завтра сберёг не только время, но и нервы — сам бы я думал о завтрашних делах всю дорогу домой, а так будущее понятно и чётко изложено.

«Вот список тезисов на основе присланных аудиосообщений:»

1. Продолжить срочный рефакторинг <название сервиса>, чтобы убрать технический долг и снизить риск инцидентов.

2. Поучаствовать в проектировании границ между <сервис 1> и <сервис 2> и их взаимодействия на встрече в 12:30.

3. Настроить подробную трассировку логов в <название сервиса>.

Итоги рабочего дня

Доволен ли я? Да, доволен. Мне хотелось, чтобы GigaChat Audio упростил мне работу со звуком, и он это сделал. В целом модель работает как хорошая контекстовыжималка, которая помогает быстро выхватить самые важные факты из записи. Но и косяки в итоговом тексте с фокусом на сложных технических задачах видны: информацию, полученную по хардкорным темам, лучше перепроверять.

Компонент эмпатичности меня привлёк больше всего: конкретно у меня нет никакой надобности читать с помощью GigaChat Audio чужие эмоции, но вот фиксировать с его помощью свои собственные и опять же возвращаться от чувств к фактам — помогает в определённых ситуациях.

Камень преткновения — запросы к мощностям: постоянно нагружать компьютер моделью я просто не могу, он мне необходим и для других задач. Поэтому первый день тестов ассистент достойно выдержал, а я теперь буду думать, как в будущем использовать его более эффективными способами.

Привет, Хабр! Сбер недавно выкатил новую модель, GigaChat Audio. Сейчас я надиктовываю модели этот текст голосом — финальный штрих в истории о том, как я проводил её тест‑драйв.

Когда прочитал, что GigaChat Audio запоминает контекст, ориентируется в больших аудиозаписях и даже чувствует эмоции говорящего, сразу захотел проверить. Я задеплоил эту модель локально на рабочем компьютере и целый день проверял на рабочих задачах. Результат — в этой статье.

Меня зовут Данила @pushnoydan, я мидл‑разработчик и занимаюсь бэкендом микросервисов. А параллельно — большой любитель ИИ‑моделей: в свободное время копаюсь в них, чтобы лучше понимать возможности свежих релизов, стараюсь применять на работе, чтобы упростить рутинные задачи.

GigaChat Audio — audio‑native LLM. В течение дня я поручал ей разбирать голосовые коммуникации от коллег, составлять саммари по аудиозаписям и выводить ключевой контекст из записей различных встреч. Давайте посмотрим, как модель показала на реальных задачах.

Как развернуть GigaChat Audio у себя

Перво‑наперво нужно определить, потянет ли компьютер локальный деплой модели. Я использовал собственное железо с такими характеристиками:

  • Видеокарта: RTX 4090 24GB

  • Процессор: AMD Ryzen 9 9950X OEM, 16 ядер

  • Материнка: GIGABYTE X870E AORUS PRO

  • RAM: 128 GB DDR5

  • SSD: 2Tb

Постфактум спросил у другой модели, насколько это подходящий уровень железа, она оценила его как «достаточный для базового деплоя GigaChat Audio, с возможными проблемами на загружающих железо задачах». Сразу отмечу, что мою машину модель нагрузила почти на 100%, не связанные с ней задачи я решал параллельно на ноутбуке.

То есть если ваш компьютер до подобных характеристик не дотягивает, особенно по видеопамяти, то лучше смотреть в сторону деплоя в облаке — сбережёте своё время. Я выбрал локальный деплой, потому что с ним потенциально чувствительные аудиоданные никуда не утекут, а сам я не получу по шапке от ИБ за прегрешения против безопасности.

Для локальной развёртки на Windows я использовал Docker Desktop, также необходима WSL2: командная строка, wsl ‑install. Все дальнейшие команды выполняются в терминале WSL, так что без этой подсистемы ничего задеплоить не получится. Кроме того, нужно иметь на компьютере свежие драйвера NVIDIA.

Docker Desktop по умолчанию загружает и временные, и постоянные файлы на системный диск. Если места на C: маловато, нужно загружать временные файлы на другой диск, сделав линк между C: и новой папкой назначения. Для этого закрыть Docker Desktop, вручную перетащить папку AppData\Local\Docker на новое место, а потом в командной строке вбить:

mklink /J "C:\Users\<юзернейм>\AppData\Local\Docker" "<диск назначения>:\<новый путь>\<к папке>"

Папку, в которой хранятся готовые образы и модели, назначаются в настройках Docker Desktop: настройки в шестерёнке на верхней панели, Disk Image Location указывается в разделе Resources. Чтобы убедиться, что видеокарта готова к работе с моделью, можно забить в командную строку:

bash
nvidia-smi

Ответ выдаст данные по модели карты, версии драйвера видеокарты и количеству свободной видеопамяти.

Деплой через Docker делаем посредством vLLM. С учётом этого и создаётся следующий контейнер:

dockerfile
FROM vllm/vllm-openai:<текущая версия vLLM>

RUN apt-get update && apt-get install -y \
    libsndfile1 \
    ffmpeg \
    && rm -rf /var/lib/apt/lists/*

RUN pip install --no-cache-dir \
    soundfile \
    librosa \
    scipy

Здесь не только сама vLLM, но и установка всех необходимых зависимостей для работы с аудио. Далее создаём образ:

bash
cd ~/gigachat-deployment
docker build -f Dockerfile.vllm-audio -t vllm-audio:<текущая версия> 

И сразу его проверяем:

bash
docker images | grep vllm-audio

Ответ должен содержать версию модели, вес, айдишник образа. Теперь нужно создать файл.env для окружения. Сначала понадобится токен от HuggingFace, который можно сформировать здесь.

bash
cat > ~/.gigachat.env << EOF
HF_TOKEN=ваш_сформированный_токен

MODEL_PATH=ai-sage/GigaChat3.1-Audio-10B-A1.8B
MAX_MODEL_LEN=24576
GPU_MEMORY_UTILIZATION=0.95

API_PORT=8000
API_HOST=0.0.0.0

EOF

Можно запускать модель напрямую через командную строку. В первый раз для запуска понадобится около 15 минут, в последующие, по моему опыту, от трёх до пяти.

bash
docker run \
  --gpus all \
  --ipc=host \
  --shm-size 32gb \
  -p 8000:8000 \
  -v ~/.cache/huggingface:/root/.cache/huggingface \
  --env-file "~/.gigachat.env" \ 
  --name gigachat-inference \
  vllm-audio:<текущая версия> \
  python3 -m vllm.entrypoints.openai.api_server \
    --model ai-sage/GigaChat3.1-Audio-10B-A1.8B \
    --trust-remote-code \
    --max-model-len 24576 \
    --gpu-memory-utilization 0.95 \
    --host 0.0.0.0 \
    --port 8000

Проверяем, как здоровье контейнера:

bash
docker ps
docker logs -f gigachat-inference

Если всё в порядке — вы увидите сообщение, что модель запущена на http://0.0.0.0:8000. Следующий шаг — тест API‑эндпоинта.

bash
#Ждём сообщение «Uvicorn running on http://0.0.0.0:8000»
curl http://localhost:8000/v1/models

Ответ должен быть такой:

 {
   "object": "list",
   "data": [
     {
       "id": "ai-sage/GigaChat3.1-Audio-10B-A1.8B",
       "object": "model",
       "owned_by": "ai-sage"
     }
   ]
 }

И, наконец, можно послать тестовый запрос:

bash
curl -o образец.mp3 https://образец.com/аудио.mp3
curl -X POST http://localhost:8000/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "ai-sage/GigaChat3.1-Audio-10B-A1.8B",
    "messages": [
      {
        "role": "user",
        "content": [
          {"type": "text", "text": "Сделай транскрипцию аудио"},
          {"type": "audio_url", "audio_url": {"url": "data:audio/mp3;base64,..."}}
        ]
      }
    ]
  }'

Если пришедший результат соответствует вашим ожиданиям, то модель готова к работе.

С деплоем разобрались, переходим к моему опыту с моделью и реальным задачам.

Задача первая: подготовить материалы к конференции

Через пару недель выступаю перед публикой на внутреннем митапе компании. Не первый раз… а второй. Всё равно волнительно. В общем, вовсю готовлю доклад и накидываю материалы для презентации: моя тема — как получать максимальную пользу от микросервисов, не компрометируя при этом общую безопасность архитектуры. С утра написал деврел, который меня курирует, попросил поделиться успехами.

Доклад ещё не готов целиком, примерно половину я набросал в черновом варианте, а вторая половина пока существует в виде тезисов. Этот существующий черновик я зачитал GigaChat Audio.

Мой промпт для GigaChat Audio: транскрибируй аудио, которое я тебе зачитал. Составь краткий анализ части аудио до раздела про безопасность в микроядерной архитектуре: насколько рассказ эмоционально яркий, в каких местах я говорю недостаточно интересно.

В течение дня я внимательно читал все текстовые артефакты, которые получал от модели. Поскольку GigaChat Audio заточена на работу со звуком, у неё падают некоторые бенчмарки качества текста (MMLU‑Pro −9.18, BBH −7.26).

MMLU‑Pro фокусируется на способности модели рассуждать в различных сложных областях, всего в бенчмарк включено 57 дисциплин, таких как право, медицина, психология и другие. На нём модель показывает способность учитывать нюансы: бенчмарк состоит из вопросов с 10 вариантами ответа, девять из которых неверны, но очень похожи на правду.

BBH (Big‑Bench Hard) проверяет способность к сложным рассуждениям. В этом бенчмарке собраны наиболее сложные задачи семейства Big‑Bench — те, в решении которых модели заметно хуже людей. Модели нужно выполнять рассуждения, состоящие из множества шагов, делать выводы, опираясь на контекст, и так далее.

Конкретно эта задача мало зависит от этих бенчмарков, так что я от результатов не ожидал каких‑то подвохов, и их действительно не оказалось. Прикладываю краткий отрывок расшифровки:

«HTTP‑запросы, очереди сообщений и события — это наши с вами микросервисные хлеб и масло. Все понимаем, что они в нашем контексте делают? Если нет, поднимайте руку. Отлично, рук нет, тогда не буду тут останавливаться. Но, конечно, архитектура на этих хлебе с маслом не заканчивается. И я сейчас буду разбирать, как с помощью этого нехитрого инструментария реализовать куда более сложные процессы — например, распределённые транзакции, саги, асинхронные процессы и оркестрацию сервисов, причём делать это так, чтобы безопасность не пострадала».

А вот ревью моего выступления было не слишком позитивным:

«В начале текущего готового доклада ты держишь хороший темп речи, рассказываешь не слишком быстро и не слишком медленно, внимание аудитории не потеряется, и при этом все успеют усвоить информацию. В речи есть смысловые паузы, которые помогают слушателям лучше запомнить полученную ранее информацию. Во вступлении и рассказе про безопасность слышен большой энтузиазм, в речи слышны оговорки и заминки, от этого она более живая. Ты делаешь чёткие эмоциональные акценты на том, что должно заинтересовать аудиторию.»

Когда ты переходишь к рассказу о подходах к взаимодействию и организации микросервисов, речь становится быстрой и монотонной. В этом разделе эмоциональность пропадает.

Начиная с фразы «Теперь расскажу, как в эту историю вписывается REST…» в твоей речи нет ни одной паузы. Похоже, что тебе хочется не поделиться знаниями со слушателями, а как можно скорее рассказать оставшуюся часть доклада. Речь ближе по звучанию к перечисленным дальше ещё не написанным тезисам, чем к первой части твоего рассказа«.»

В общем, над подачей ещё работать и работать. Обидно, но транскрибацию и комментарии от GigaChat Audio закинул деврелу. Надеюсь, он поможет в этом плане подкачаться.

Задача вторая: разобрать по тезисам обучающее видео на иностранном языке

Кто любит учиться? Все любят, без учёбы никак. Вот я регулярно проверяю, какие есть интересные статьи и видео про мои любимые микроядра, в том числе на английском. Раньше мог себе позволить слушать их на обычной скорости, потом времени стало меньше, переключился на двойную. Сейчас и это уже слишком отвлекает от насущных задач, но качать навыки с помощью видео всё равно хочется.

Я разбираюсь в микросервисах, но очень хочу больше знать и о микроядрах. Поэтому решил попробовать GigaChat Audio в качестве транскрибатора и составителя краткого тезисного плана по видео. Скачал нужное видео про кодинг bare‑metal ядра гипервизора, перевёл в.mp3 и скормил модели.

Мой промпт для GigaChat Audio: транскрибируй приложенное аудио с подробными таймингами, а потом составь для меня краткий тезисный план самых важных аспектов этого аудио и выжимку ключевых выводов на русском с цитатами из транскрибации на английском.

Запустил, жду ответа, а вместо этого компьютер повисает намертво. Перезапуск — пора выяснять, что пошло не так.

Возвращаясь к истории деплоя. Изначально у меня параметры модели выглядели так:

MODEL_PATH=ai-sage/GigaChat3.1-Audio-10B-A1.8B
MAX_MODEL_LEN=32768
GPU_MEMORY_UTILIZATION=0.85

Замахнулся, честно говоря, на слишком многое. Модель ресурсоёмкая, запись большая, доступной VRAM стало не хватать, всё повисло. Поэтому и внёс изменения:

MODEL_PATH=ai-sage/GigaChat3.1-Audio-10B-A1.8B
MAX_MODEL_LEN=24576
GPU_MEMORY_UTILIZATION=0.95

Снизил MAX_MODEL_LEN, чтобы уменьшить размер KV‑cache. Заодно разрешил vLLM использовать почти всю видеопамять (0.95 вместо 0.85) — иначе при длинном аудио не хватало слотов в кэше. Соответственно, аудио я порезал на четыре примерно 15-минутных кусочка так, чтобы начало каждого следующего отрезка дублировало последние 10 секунд предыдущего, и скормил их модели уже поочерёдно. В моём случае 15-минутные фрагменты укладывались в лимит токенов модели, но точное соотношение «минуты аудио → токены» зависит от битрейта и токенайзера конкретной модели. Со второй попытки всё получилось!

Итоговая транскрибация на английском ничем не смутила. Результат сразу показал, что я не зря выбрал читать транскриб и тезисы, а не смотреть. Я заглянул в видео постфактум, к автору никаких претензий, но подача материала у нас примерно на одном уровне: если бы надо было слушать час с небольшим, я бы отвалился или сильно запутался.

Транскрибация:

“28:10”

It has a state and yeah it has a runner runner which is a.

28:23

Which is a.

28:24

Which is an empty function.

28:26

So.

28:27

And here's the really nice thing about the self port kernel.

28:35

I believe I saw somewhere the line of code.

28:39

So we can actually run a VM inside a.

28:45

Inside a for loop“.”

Тезисы:

«Автор начинает с подготовки окружения и загрузки нужного софта. Он упоминает Linux, Debian, initial RAM disk и secure boot: ‘Let’s load the software’ и „Linux, let’s take Debian“.»

Сразу выясняется, что часть среды ещё не установлена или настроена неправильно. Это видно по фразе: «We gotta install some, some things first».

К счастью, мотать видео туда‑сюда в поисках реального старта не надо, найти более деловые фрагменты в тексте куда проще:

«Автор отмечает практическую архитектуру VM в seL4: с self‑port kernel VM можно запускать почти как обычный цикл, а VM enter/exit обрабатывает ядро, давая юзеру возможность совершать некоторые действия из гостевого пространства и юзер‑спейса. Это ключевой технический момент раздела.»

Автор читает документацию про minimal application, guest Linux VM, cross‑VM connectors и демонстрации вроде string reverse и Ethernet passthrough, показывая, что платформа умеет больше, чем простой запуск Linux“.”

В принципе круто! Если не учитывать, что с моим уровнем железа нужно готовить аудио к обработке и резать на куски, иначе всё зависнет. Однако кое‑что в итоговых тезисах резануло глаз. Вы, может быть, уже и сами заметили в абзаце выше, если микроядра — ваша сфера интересов: юзер в транскрибе почему‑то может действовать и из гостевого пространства, и из юзерспейса.

Меня это немного смутило, так что я пошёл детективить, включил этот момент и обнаружил, что автор просто сбивается: сперва говорит «гостевое пространство», потом себя поправляет. Модель считала в речи возможность действовать сразу из двух пространств, но в реальности дозволяется только активность из юзерспейса.

Замечу, что я бросил GigaChat Audio заниматься сложным видео про тонкости кодинга, а это как раз домен MMLU Pro, поэтому не удивлён, что подобные мелочи просочились в текст.

Теоретически я могу даже больше заморочиться: настроить внешний pyannote и через него сделать диаризацию аудио, тогда можно хоть целые конференции с круглыми столами транскрибировать — текст будет разбиваться по спикерам. В дальнейшем, возможно, так и сделаю, но сейчас не хотелось отвлекаться от более насущных дел. Всё‑таки учёба важна, а работа важнее.

Задача третья: сделать тезисное саммари важной встречи

Недавно лид соседней команды побывал на конференции и послушал интересный доклад о том, как дробить BFF, чтобы упрощать жизнь командам на фронтенде. Сама тема модульного BFF настолько за пределами этой статьи, что даже не буду углубляться. Суть тут в том, что лид этой идеей всерьёз загорелся и собирал по ней встречу‑двадцатиминутку, затронувшую в том числе нашу команду.

Я на встрече не присутствовал, но, поскольку она касается нашей разработки, мне нужно как минимум в общих чертах понимать, что было сказано. Ну и обрисовать уже моему тимлиду, сочтётся ли эта идея с деталями нашей разработки. Так что я загрузил аудио в GigaChat Audio, чтобы почитать саммари и сберечь время.

Мой промпт для GigaChat Audio: составь краткий тезисный план самых важных аспектов этого аудио, отдельно пропиши все упомянутые в нём айти‑решения, добавь к каждому цитаты, в котором оно упомянуто. На выходе получились краткий текст и табличка.

Отрывок текста:

«Приводится пример недавней проблемы с монолитным BFF: в связи с его использованием снизилась координация команд, что привело к каскаду задержек релизов на фронтенде, накоплению ошибок и откату к задачам прошедшего спринта в одной из команд. В качестве решения предлагается модульный BFF с общим хостом в роли платформенного слоя».

JWT

“Нормализованный токен”, «BFF обменивает сессию через JWT»

NATS

«Через него идёт асинхронная доставка сообщений между BFF‑хостом и backend‑плагинами»

RPC

«От RPC вызываем серверные методы через объект с method и params»

Cookies

«Надеюсь, все в курсе, что такое cookies»

Довольно забавно, что модель в один ряд заносит и самые понятные вещи типа кукиз, и более узкие концепты, но так лучше, точно никакая информация не потеряется, даже самая банальная.

Такая последовательность меня устроила, потому что работу с техничным русским аудио я хотел проверить подробнее: GigaChat Audio натренирована на TimeGround-1M, а это целиком английский датасет с английскими же тайминг‑бенчмарками. Короче, на английском может быть гораздо лучший результат, чем на русском.

Модель выдала мне в списке тезисов такие фразы:

«Представитель одной из бэкенд‑команд предлагает как вариант внедрения BFF расширить слоем агрегации используемый Istio Gateway. »

Участники обсуждают, возможно ли расширение на основе используемого Istio в контексте компании <уход в технические детали>«.»

Istio — это опенсорс, для замены которого у нас есть своё решение в рамках Platform V. Очевидно, никакое расширение Istio на встрече обсуждать не могли, так что я пошёл слушать, что же там сказали на самом деле. И в процессе послушал всё саммари своими ушами. Оригинальный диалог в записи действительно Istio упоминал, но в контексте: «Да, там такой подход возможен, а возможен ли он у нас в контексте наших отличий от Istio?» Поскольку по имени собственно наше решение нигде не упоминалось, модель эту тонкость не подхватила и решила, что речь о том, есть ли у нас внутри компании возможность так поменять решение.

В принципе в данном конкретном случае не самая страшная ошибка — но это потому, что у меня у самого нужный контекст в голове, и я сразу считал косяк. Но вывод на основе этой и прошлой задачи очевиден: микс из сбивчивой речи и технических деталей способен подставить GigaChat Audio смысловую подножку.

Также в конце саммари GigaChat Audio последовала за спикером: он куда больше говорил о плюсах BFF, чем о возможных осложнениях с инфраструктурой и зонами ответственности, и модель тоже уделила плюсам места куда больше, чем минусам.

В итоге конкретно это саммари мне время не сберегло, потому что я для чистоты эксперимента всё перепроверил. Штука умеренно полезная, но полученную от модели чувствительную информацию по хардам явно лучше верифицировать.

Я взял текст за основу для своего ответа, как это нас теоретически затронет. Пометил, что конкретно сейчас велика вероятность, что мы, разработчики в бэк‑командах, не доведём подобную модульность до ума, нам надо будет бежать на большие задачи, маячащие на горизонте. То есть быстро скатимся обратно к монолиту, который ещё и инфраструктурно потолстеет. Но в целом‑то идея здравая: в перспективе на год, например, точно надо в этом направлении идти.

Задача четвёртая: провести код‑ревью для коллеги

Я тут всё‑таки на сеньорство иду, поэтому ревьюить код важно и нужно. Коллега помладше сделал мёрж‑реквест, выбрал меня проверяющим. Сама проверка — ничего сложного, но тут есть и социальный элемент: комменты написать надо так, чтобы коллега не обиделся, не расстроился, не испугался, что всё плохо. Даже если что‑то действительно плохо — это рабочий момент.

Обычно я по несколько раз переписываю свои комменты в личных заметках, прежде чем их прикреплять. А в этот — надиктовал их GigaChat Audio, чтобы он захватил мои живые эмоции в моменте.

Мой промпт для GigaChat Audio: сделай транскрибацию этого аудио, выяви моменты, где слишком много ярких эмоций и составь более нейтральную версию текста с объяснением, что изменилось.

Показываю конкретный пример. Младший допустил серьёзную для микросервисной архитектуры ошибку: не определил стабильный API‑контракт между сервисами и жёстко завязался на текущую структуру данных соседнего сервиса. Сейчас всё работает, но достаточно изменить формат ответа или добавить новую версию API — и интеграция начнёт ломаться в проде. Первый вариант моего комментария выглядел так:

«Вот это взаимодействие локально работает, потому что у обоих сервисов одна версия модели данных, но с платформой не совместимо вообще. Все будущие версии сервисов или изменения в структурах ты не учитываешь, то есть это скрытый баг, просто отложенный до деплоя или апдейта. Сделай контракт явным и не вяжись с другими сервисами».

Такой вариант пришёл от GigaChat Audio:

«Сейчас код рабочий, но только до изменений в данных. Контракт между сервисами не явный, из‑за этого не хватает глобальной совместимости интеграции с платформой. Код полагается на то, что текущие версии сервисов не изменятся в будущем. Давай сделаем API‑контракт явным, чтобы это исправить».

Окей, эмоционально стало лучше, явно меньше наезжаю на младшего. Обычно как раз для такого эффекта мне и нужны многочисленные ревизии. И сразу выявилось необходимое дополнение: так‑то я много сказал о том, что плохо, но не дал конкретики, как сделать лучше. Соответственно, этот готовый текст дополнил списком необходимых данных: эндпоинты, версия, схема запроса… В общем, получилось куда приличнее, как ни посмотри. Того же эффекта я добился бы и сам, но времени ушло бы намного больше, особенно учитывая, что это всего один коммент из итоговых шести.

Задача пятая: разобрать голосовые от коллег по сегодняшним и завтрашним делам

С самого утра я попросил коллег по всем задачам кидать мне голосовые. Они, наверное, неслабо удивились, потому что обычно я исключительно пишу и аудио прошу не отправлять. Но сегодня мне нужны были именно аудиоданные, чтобы тестить GigaChat Audio.

Во‑первых, слушать, какие таски приходят в течение дня.

Мой промпт для GigaChat Audio: транскрибируй присланное аудио.

Результаты довольно простые, но увлекательные. Например, от ребят из команды соседнего продукта:

«Привет! В <внутреннее название сервиса>, судя по всему, БДшка дубли даёт, приходи проверить прям срочно»

«В смысле у нас транзакции не локальные»

«Окей, принял, сколько на фикс?»

«Да, работает, маякну, если что»

Наказ идти работать от тимлида:

«Я тебе напоминаю который раз, что рефакторинг <название сервиса> висит и висит. Почему у меня хост чуть ли не телефон клиента знает? Монолитим опять? Короче, заканчивай там со своей моделькой баловаться и давай срочно дело делай».

Приглашение на завтрашнюю встречу от него же:

«Завтра в 12:30 разбираем, как будут взаимодействовать после обновления <сервис 1> и <сервис 2> и как обновятся границы. Приглашение на почте, прими, чтобы в календаре видно было».

И конечно, от очень расстроенного коллеги:

«<...>, меня эти логи, <...>, уже <...>. <...> с ними сколько уже, а они до сих пор внутри <название сервиса> не трассируются, <...>, нормально. Я сдаюсь, в общем, можешь злорадствовать, <...>, только сперва пофикси этот <...>. Тикет закинул».

Подобное веселье наряду с вышеописанными делами заняло сегодняшний день, логи нужно будет ещё допилить завтра, а рефакторинг займёт немало времени в будущем. В итоге за 15 минут до конца работы я скормил GigaChat Audio сообщения по незаконченным делам и…

Мой промпт для GigaChat Audio: составь на основе присланных аудио короткий список тезисов. Одно сообщение — один тезис.

Итоговый план на завтра сберёг не только время, но и нервы — сам бы я думал о завтрашних делах всю дорогу домой, а так будущее понятно и чётко изложено.

«Вот список тезисов на основе присланных аудиосообщений:»

1. Продолжить срочный рефакторинг <название сервиса>, чтобы убрать технический долг и снизить риск инцидентов.

2. Поучаствовать в проектировании границ между <сервис 1> и <сервис 2> и их взаимодействия на встрече в 12:30.

3. Настроить подробную трассировку логов в <название сервиса>.

Итоги рабочего дня

Доволен ли я? Да, доволен. Мне хотелось, чтобы GigaChat Audio упростил мне работу со звуком, и он это сделал. В целом модель работает как хорошая контекстовыжималка, которая помогает быстро выхватить самые важные факты из записи. Но и косяки в итоговом тексте с фокусом на сложных технических задачах видны: информацию, полученную по хардкорным темам, лучше перепроверять.

Компонент эмпатичности меня привлёк больше всего: конкретно у меня нет никакой надобности читать с помощью GigaChat Audio чужие эмоции, но вот фиксировать с его помощью свои собственные и опять же возвращаться от чувств к фактам — помогает в определённых ситуациях.

Камень преткновения — запросы к мощностям: постоянно нагружать компьютер моделью я просто не могу, он мне необходим и для других задач. Поэтому первый день тестов ассистент достойно выдержал, а я теперь буду думать, как в будущем использовать его более эффективными способами.

Источник

  • 15.06.26 16:45 Andrés Montero

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  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

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  • 20.06.26 14:57 michaeldavenport218

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  • 21.06.26 11:09 Maurizio Rolland

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  • 22.06.26 21:51 kimberlyhebert786

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  • 24.06.26 01:25 Fraddy Pual

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  • 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

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

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  • 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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  • 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.

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