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Собственный ИИ локально, бесплатно и без GPU

Сегодня каждый может обзавестись своим собственным ИИ. И даже не потребуется супер-пупер компьютера и дата-центра с кучей GPU. При этом он будет работать без Интернета. Давайте, приступим к тому, чтобы обзавестись на компьютере милым и пушистым питомцем.

Ollama

Для начала нужно установить ollama. Переходим на страницу https://ollama.com/download и скачиваем дистрибутив для своей операционной системы.

c3f60702a68bd8c74bf046c90ad55140.png

Устанавливаем ollama из дистрибутива. После установки она запустится и будет висеть в фоне.

Далее, нам нужно скачать модели ИИ. Их можно найти на странице https://ollama.com/search

fefbe96878e5551bd6c8413eff0959e2.png

Для наших целей попробуем скачать модель gemma3. На текущий день очень хорошая модель. Но нужно будет решить одну проблему. Размер RAM на вашем компьютере. Переходим на страницу gemma3.

1996878ebd8ae48bc46bfa0ea2cfb280.png

Необходимо выбрать такую размерность модели, чтобы ее вес поместился в объем доступной на компьютере оперативной памяти. Если же есть GPU, то ориентируйтесь на размер доступной видеопамяти.

Для эксперимента возьмем модель gemma3 с размерностью 4b. Весит она немного, около 3,3Гб. Скорее всего, она сможет работать даже на офисном компьютере, у которого есть хотя бы 4Гб на борту.

Копируем команду для загрузки этой модели.

2f1261549f88d3624db879f774d83966.png

Далее, нам потребуется открыть терминал. Для Windows - Win + R для вызова строки. В ней набираем cmd и Enter. Или правой кнопкой на Пуск и выбрать Терминал. Для mac: Command + Space. Ищем Terminal. запускаем.

Первым делом в терминале набираем команду ollama list Жмем Enter. Этой командой мы получаем список уже загруженных моделей. Если в ответе список пришел пустой, значит пора загрузить первую модель. Для этого мы и копировали команду для загрузки ollama run gemma3. Вводим эту команду в терминале и начинается процесс скачивания модели. Ждем.

Когда модель скачается, появится строка такого вида:

Send a message (/? for help)

Это означает, что модель ИИ готова к работе и ждет вашего первого вопроса ))) Да, это все, что нужно было сделать, чтобы на компьютере появился собственный, бесплатный, локальный ИИ.

Когда вы устанете говорить с моделью и захотите закончить, просто закройте терминал или наберите команду /bye

Наводим красоту (Streamlit)

Терминал - это, конечно, хорошо. Но не так красиво, как хотелось бы. Поэтому следующим шагом давайте сделаем интерфейс. Быстро и легко.

Вначале нужно подготовить среду для создания интерфейса. Вот рецепт приготовления:

1. Устанавливаем Python на компьютер.

Идем по ссылке https://www.python.org/downloads/

9cdef8bc98376c140e9dce1b7a189f8b.png

Скачиваем дистрибутив питона и устанавливаем.

Проверяем, все ли установилось. Для Windows в терминале введите python --version и нажмите Enter. Система должна показать версию Python, установленную на вашем компьютере. Для Mac в терминале введите python3 --version и нажмите Enter.

2. Устанавливаем VS Code

Далее нам нужно будет установить среду разработки. В нашем случае самым простым будет VS Code. Идем по ссылке https://code.visualstudio.com/download

c8ebd7fa05dd8ae37a32e6492d9de9cb.png

Скачиваем и устанавливаем. Теперь нам понадобится папка, в которой будет лежать код. Назовите ее, например LLM_CHAT. Создаем ее, где удобно.

Открываем VS Code. Нажимаем "Open" и указываем только что созданную папку.

698e37165d6d51755404575f8d1aade2.png

Курсор подводим к имени папки и нажимаем иконку для создания файла.

7b473ccbbca1972dd1a8f19c4988769e.png

Пока он пустой.

13f3d63432681a3fa7a5fd5db3b59ef8.png

Перед тем, как скопировать в него несколько строчек кода нам нужно установить две библиотеки: streamlit и ollama. Сначала нужно создать изолированную среду. Открываем терминал, но уже в VS Code. Подведите курсор к нижней границе синего. Курсор изменится на две стрелочки. Потяните вверх. Под занавесом покажется терминал.

Теперь нужно создать изолированное окружение. Это просто. Сначала снова узнаем версию python.

Для Windows в терминале введите python --version и нажмите Enter. Система должна показать версию Python, установленную на вашем компьютере. Для Mac в терминале введите python3 --version и нажмите Enter.

Далее, введите команду, например. Где вместо python3.13.1 укажите ту версию, которая была получена на предыдущем шаге.

virtualenv -p python3.13.1 venv

Если будет ругаться, что не установлен virtualenv, то просто в терминале наберите команду

pip install virtualenv

В папке проекта теперь появилась папка с именем venv. Нам нужно в этой папке найти папку bin и файл activate. У вас структура папок, возможно, будет выглядеть иначе. Вместо opt может быть Scripts или сразу увидите bin, но где-то в ней точно будет лежать файл activate.

c5dfdc24bbd0acf29bc1f7ff56153391.png

Теперь нам надо узнать путь к этому файлу. Получаем его в контекстном меню.

428ae77b8d65dac0c7ab5526efca2574.png

Копируем путь. И делаем вот что. В терминале набираем такую команду

. <путь к файлу activate>

Будьте внимательны. Это Точка Пробел Путь к файлу. Путь к файлу просто вставляйте после точки и пробела (мы ведь только что его скопировали в контекстном меню)

Получится что-то такое.

. /Downloads/LLM_chat/venv/bin/activate

После того, как нажмете Enter в начале командной строки терминала появится (venv). Значит все ОК.

Осталось совсем немного. Теперь мы можем приступить к установке необходимых нам библиотек.

В терминале набираем команду

pip install streamlit

И следующую команду

pip install ollama

Надеюсь, что установка прошла успешно. Это так, если после каждой установки будет написано Successfully и бла бла бла.

Теперь в файл llm_chat.py копируем следующий код

import streamlit as st
import ollama
from typing import Dict, Generator

# получаем список моделей из ollama
models_obj = ollama.list()
models = [x.model for x in models_obj.models]

# создаем выпадающее меню для списка моделей
model_name = st.sidebar.selectbox('**LLM**', models)

# создаем надпись в левой стороне экрана
st.sidebar.write('**options**')

# создаем текстовое поле для системного промта
sys_prompt = st.sidebar.text_area(
    'sys prompt', 'Ты русскоговорящий помощник. Помоги, чем можешь. Отвечай только на русском языке.',
)

# создаем слайдер для выбора размера максимального количества токенов
ctx_num = st.sidebar.select_slider(
    "max tokens",
    options=[
        512,
        1024,
        2048,
        4096,
        8192, 
        32768,
        65636,

    ],
)

# определяем конфигурацию модели
options = {"temperature":0, "ctx_num":ctx_num}

# функция генерации ответа модели в режиме стрим
def ollama_generator(model_name: str, messages: Dict, options: Dict) -> Generator:
    stream = ollama.chat(
        model=model_name, messages=messages, options=options, stream=True)
    for chunk in stream:
        yield chunk['message']['content']


# создаем название чатбота на экране интерфейса
st.title("💬 Chatbot")
st.caption("🚀 Chatbot powered by human")

# определяем начальное состояние чата
if "messages" not in st.session_state:
    st.session_state["messages"] = []

# создаем механику чата
for msg in st.session_state.messages:

    st.chat_message(msg["role"]).write(msg["content"])

if prompt := st.chat_input():

    st.session_state.messages.append({"role": "system", "content": sys_prompt})
    st.session_state.messages.append({"role": "user", "content": prompt})
    st.chat_message("user").write(prompt)

    with st.chat_message("assistant"):
        response = st.write_stream(ollama_generator(
            model_name, st.session_state.messages, options))

    st.session_state.messages.append(
        {"role": "assistant", "content": response})

3. Всё готово.

Выдохнули.

Запускаем интерфейс и смотрим, что у нас получилось. Для этого в терминале вводим команду

streamlit run llm_chat.py

Обратите внимание, что при первом запуске streamlit, он попросит указать ваш email. Это не к чему. Просто нажмите Enter и снова введите команду запуска.

Откроется окно браузера, и мы увидим интерфейс собственного ИИ, с которым работать удобнее, чем в терминале.

7cb815d16415e30d577e4f4fd26dc82c.png

Можно выбрать модель, системный промт и размер, так называемого окна. Размер окна лучше большим не делать. Достаточно будет 1024 или 2048, если только вы не собираетесь в промт отправить полное собрание сочинений какого-нибудь известного автора.

Теперь у вас есть собственный ИИ. Ему не нужен интернет, он бесплатный и достаточно умный. Хотите еще умнее, то нужно установить модель побольше, но это если ресурсы позволяют.

Экспериментируйте!

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    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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