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Генерируем commit message на базе шаблона при помощи локальной (и не только) LLM в консоле и без IDE

Предыстория

Как-то пару месяцев назад пришел ко мне в гости в коворкинг поработать удаленно мой давний приятель. Он пишет на Java и использует в своей работе IntelliJ IDEA. Помню, он долго восхищался новой на тот момент фичей встроенного AI Assistant - умением генерировать commit message.

На тот момент я как-то не сильно проникся идеей автогенерации сообщения, потому что я, как человек, который ответственен за процесс code-review в своей команде, с трепетом отношусь к описанию коммита. Прошло немного времени, у меня по работе прилетела задача рефакторинга довольно объемного куска кодовой базы. Причем, эта задача была разбита на подзадачи, связанные с микросервисами. Поэтому, мне надо было писать довольно объемные коммит-сообщения по завершении каждой итерации. И тут я вспомнил про своего приятеля, когда он за минуту редактировал сгенерированное сообщение от AI ассистента и экономил немало времени.

Типа ТЗ

Я тоже иногда периодически пользуюсь IDE от JetBrains, но в тот момент я плотно сидел на NeoVim и кроме эмулятора терминала никакими GUI инструментами не пользовался. Для работы с Git у меня в арсенале консольных инструментов есть Lazygit - прекрасное TUI приложение для оперативной работы с этой системой контроля версий. Поэтому, надо было придумать, каким образом прикрутить ИИ к lazygit и еще очень важным обстоятельством было то, что сообщения должны соответствовать принятым у нас в команде стандартам: содержать в заголовке идентификатор задачи из Jira, списки изменений в секциях: added, deleted, changed, moved.

Поиски подходящего решения

Немного погуглив, я наткнулся на CLI тулзу Aichat с довольно мощной поддержкой разных LLM из коробки. Еще немного погодя, нашел на страничках Github историю о том, как кто-то уже успешно скрещивал эти два инструмента - вот тут, вдруг, кому интересно будет.

Ну все, база для допиливания под себя есть, с этим я двинулся дальше.

Работа напильником

Для начала я создал шаблон сообщения будущих коммитов. Выглядел он в моем случае так:

{summary}

added:
-
changed:
-
moved:
-
deleted:
-

Далее, надо было определиться с LLM, которую надо будет вызывать через aichat. Для начала я решил попробовать бесплатную облачную модель от CloudFlare. Почему именно ее? Да не почему, просто так, не пробовал, не трогал, стало интересно :) Зарегистрировался, получил токен. Весь этот процесс тут описывать не буду, так как он простой и не заслуживает отдельного внимания. Настройки aichat хранятся в файле config.yaml. В MacOS файл находится в ~/Library/Application Support/aichat, в Linux - ~/.config/aichat. Открываем или создаем этот файл в любимом редакторе и добавляем следующее:

clients:
  - type: openai-compatible
    name: cloudflare
    api_base: https://api.cloudflare.com/client/v4/accounts/{client_id}/ai/v1

{client_id} - это ваш идентификатор клиента в CloudFlare.

Токен доступа я добавляю в переменные среды следующим образом:

export CLOUDFLARE_API_KEY=$(keyring get cloudflare CLOUDFLARE_API_KEY)

Эта строчка у меня добавлена в .zshrc. Сам токен я храню в keyring. Почему я так делаю, а не сразу прописываю токен при экспорте переменной? Ответ прост - я храню копии конфигурационных файлов в открытом репозитории dotfiles, поэтому, очевидно, что там секреты храниться не должны.

Следующим шагом надо “натравить” lazygit на aichat, чтобы сгенерировать текст коммита. Открываем конфиг lazygit: для MacOS он находится в ~/library/Application Support/lazygit/config.yml, для Linux - ~/.config/lazygit/config.yml и добавляем туда вот такое содержимое:

customCommands:
  - key: <c-a>
    description: Pick AI commit
    command: |
      aichat "Пожалуйста, напишите commit message для следующего коммита, используя результат команды git diff:

        \`\`\`diff
        $(git diff --staged)
        \`\`\`

        **Пример сообщения коммита:**

        Краткое описание изменений.

          added:
            - какие сущности, методы, классы или логика добавлены и т.д.
          removed:
            - какие сущности, методы, классы или логика удалены и т.д.
          modified:
            - какие сущности, методы, классы или логика изменены и т.д.
          moved:
            - какие сущности, методы, классы или логика перемещены и т.д.

        **Выходной шаблон**
        Обязательно используй этот шаблон, вывод которого ниже. Не используй переносы строк, лишние пробелы, лишние символы. Не украшай текст.

        \`\`\`
        $(cat .git/.template)
        \`\`\`


        **Используй предыдущие коммиты для примера:**

        \`\`\`
        $(git log -n 5 --pretty=format:'%h %s')
        \`\`\`

        Напиши свой commit message строго соблюдая шаблон. Пиши на английском. В шаблоне обязательно должны быть заполнены все секции. 
        Не углубляйся в детали, описывай только суть того, что поменялось или добавилось."\
          | fzf --height 40% --border --ansi --read0 --preview "echo {}" --preview-window=up:wrap \
          | xargs -0 -J {} bash -c '
              COMMIT_MSG_FILE=$(mktemp)
              printf "%s" "$1" > "$COMMIT_MSG_FILE"
              ${EDITOR:-nvim} "$COMMIT_MSG_FILE"
              if [ -s "$COMMIT_MSG_FILE" ]; then
                git commit -F "$COMMIT_MSG_FILE"
              else
                echo "Commit message was not saved, commit aborted."
              fi
              rm -f "$COMMIT_MSG_FILE"' _ {}
    context: files
    output: terminal

Примечание: у вас должна быть установлена утилита fzf

Что тут происходит, я, думаю, понятно: при нажатии ctrl+a мы вызываем aichat и передаем промпт модели, используя вывод команд git. Далее, то, что нагенерирует модель попадает в окно fzf и мы можем либо принять то, что она нагенерировала с дальнейшим редактированием (откроется редактор, который у вас определен в переменных среды в переменной EDITOR, либо тот, что по умолчанию).
Ну вот, собственно говоря, и все, это работает. Работает, но с небольшими оговорками:

ваш вывод git diff вы передаете на удаленный сервер (это может быть проблемой про NDA);
если git diff выводит много чего, то этот вывод может не влезть в кол-во токенов модели.

Со вторым пунктом решение на основе локальной LLM вам, скорее всего, не поможет, а вот с первым - вполне.

Итак, нам потребуется LM Studio. Устанавливаем сие чудесное ПО. Открываем его. Скриншоты с настройками приводить не буду, так как мне кажется, что интерфейс очень понятный, можно сказать, интуитивный :)
Скачиваем модель, которую вы хотите, в моем случае я решил попробовать Deepseek R1 Qwen 3 8B (кто-то мне ее советовал). Загружаем ее. Слева в меню выбираем пункт Developer (с пиктограммой консоли). Там нам надо включить сервер для обработки запросов к модели по HTTP. Включаем рубильничек, проверяем curl http://127.0.0.1:1234 или просто открываем этот адрес в браузере. Там по дефолту будет ошибка {"error":"Unexpected endpoint or method. (GET /)"}, но, тем не менее, статус ответа - 200. Тут нам больше и не надо.

Возвращаемся к aichat, точнее, к его конфигурационному файлу. Добавляем туда:

  - type: openai-compatible
    name: deepseek
    api_base: http://127.0.0.1:1234/v1

Соответственно, весь конфиг у нас выглядит теперь так:

clients:
  - type: openai-compatible
    name: cloudflare
    api_base: https://api.cloudflare.com/client/v4/accounts/01fdd480aaf4e9d99a9ec1609fc00cba/ai/v1

  - type: openai-compatible
    name: deepseek
    api_base: http://127.0.0.1:1234/v1

Подробная документация по возможным конфигурациям тут.

Теперь осталось чуть изменить конфиг lazygit, а именно дописать сюда ключ для выбора локальной модели:

aichat -m deepseek "Пожалуйста, напишите commit message для следующего коммита, используя результат команды git diff:

Готово! Теперь у нас идет генерация commit message при помощи локальной модели.

Вот пример сообщения, который был сгенерирован в репозитории с моими статьями, когда я написал этот текст:

Added two new methods for generating commit messages:

1. Using online Cloudflare LLM (requires internet)
2. Using offline local models like Deepseek via LM Studio

Updated the template documentation to include these new approaches.

Verified that both methods follow our commit message format requirements.

На этом все, надеюсь, было интересно и, возможно, кому-то даже полезно :)

P.S.
Шаблон для сообщения в репозитории с текстами статей такой:

{summary}

{changes description}

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"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