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Как я рефакторила Ansible-плейбуки с помощью нейросети. Плюсы и минусы ChatGPT

Работать с большим Ansible-плейбуком не всегда удобно — в нем трудно читать и переписывать код. В этой статье я поделюсь опытом: расскажу, как «распилила» плейбук на 1000 строк с помощью ChatGPT и как нейросеть справилась с этой задачей. Статья будет полезна для всех, кто пишет конфигурации для серверов. Подробности — под катом.

Привет, я Маша, младший системный администратор облачной инфраструктуры Selectel. Наша команда обслуживает «железную» инфраструктуру облака, мы деплоим серверы для смежных команд и тестируем новое оборудование.

Мы используем в работе разные инструменты, в том числе Ansible, он подходит для проверок серверов на этапе тестирования. Для этих целей у нас есть несколько плейбуков. Один проверяет правильность подключения портов сервера. Другой сверяет информацию с сервера — правильно ли она занесена в систему документирования оборудования Netbox, и исправляет ошибки.

Один из наших главных плейбуков — основные проверки железа и ПО сервера, мы называем его «чек-листом». Он проверяет прошивки дисков и сетевых карт, версии ОС и количество алертов на хосте, но на самом деле проверок гораздо больше. Чек-лист используем не только мы, но и дежурные из Cloud Duty при обслуживании аварийных серверов — эта команда занимается авариями и инцидентами. Он применяется буквально во всем продакшене, особенно часто при вводе новых хостов.

Изначально этот плейбук был структурирован, но постепенно в него добавляли новые и новые проверки, в итоге он начал занимать тысячи (!) строк кода. Его стало тяжело обслуживать и дебажить, было сложно отследить зависимости. Например, переменная могла объявляться в одном месте, а использоваться в другом.

Есть негласное правило: не писать плейбуки на такое количество задач и строк, поэтому один из наших ведущих системных администраторов решил «распилить» чек-лист.

Что предстояло сделать:

создать структуру;
разделить проверки по иерархии в зависимости от того, что они проверяют;
убрать легаси в коде (например, связки Bash + Ansible);
убрать все сообщения об ошибках в конец плейбука и перенести его в роль.

Это должно было «освежить» плейбук: упростить дебаг и обслуживание, улучшить структуру. А еще такой «распил» генерирует большое количество разных задач на Ansible для джунов — таких сотрудников было много, и не все их них сталкивались с Ансиблом.

Проверки я писала сама. Пробовала использовать ChatGPT, но отказалась от этой идеи. Нейросеть не всегда может понять, что конкретно тебе нужно и что у тебя есть из наработок, поэтому мне было легче написать задачу самой. Но зато я использовала ChatGPT для дебага — об этом дальше.

Важный момент в работе с ChatGPT — безопасность. Нужно помнить, что все, что ты скармливаешь нейросети, идет на серверы Microsoft и потенциально может быть слито и использовано против вас. Чувствительными данными разбрасываться точно не стоит. Я это в голове держу постоянно.

Используйте навигацию, если не хотите читать текст полностью:

→ Проверка дисков на хосте
→ Проверка процессоров
→ Проверка на сетевые карты
→ Проверка на SWAP-раздел
→ Плюсы и минусы работы с СhatGPT
→ Заключение

Проверка дисков на хосте

Одной из задач была проверка количества дисков на хосте. Она достаточно проста. Сначала отдельной переменной задаем допустимые значения количества дисков для конкретного типа хостов, например ss. Потом смотрим, соответствует ли количество дисков допустимому значению Если нет, в массив сообщений об ошибках добавляем описание проблемы.

- name: Set disks for ss
  become: true
  ansible.builtin.set_fact:
    allowed_disk_amount: [26, 27, 28, 38, 40]
  when:
    - "'device_roles_ss' in group_names"

- name: Check disks amount
  vars:
    disks_amount: "{{ facter_disks|length }}"
  ansible.builtin.set_fact:
    failed_messages: "{{ failed_messages + ['Check amount of disks in host, got {{ disks_amount|string }} , but required for this type of host: {{ allowed_disk_amount|string }}' ] }}"
  when: disks_amount not in allowed_disk_amount

У нас Ansible обернут в Линтер. Когда я загрузила код в GitLab, Линтер выдал мне стену сообщений. Как обычный человек, я прочитала то, что было в самом начале, и только после этого обратила внимание на саму суть.

WARNING  Listing 8 violation(s) that are fatal

roles/cops/checklist/tasks/hardware/disks.yaml:166 Task/Handler: Check disks amount
package-latest: Package installs should not use latest.
roles/cops/netbox_sd/tasks/install.yml:16 Task/Handler: install netbox_sd
package-latest: Package installs should not use latest.
roles/legacy/libvirt-exporter/tasks/install.yml:16 Task/Handler: install libvirt-exporter
package-latest: Package installs should not use latest.
roles/legacy/udping_agent/tasks/install.yml:16 Task/Handler: install udping-agent
package-latest: Package installs should not use latest.
roles/legacy/udping_collector/tasks/install.yml:16 Task/Handler: install udping-collector
You can skip specific rules or tags by adding them to your configuration file:
# .config/ansible-lint.yml
warn_list:  # or 'skip_list' to silence them completely
  - experimental  # all rules tagged as experimental
  - no-jinja-nesting  # Nested jinja pattern.
Finished with 1 failure(s), 7 warning(s) on 684 files.
Cleaning up project directory and file based variables
00:00
ERROR: Job failed: command terminated with exit code 1

Я закинула кусок кода, на который жаловался Линтер, и само сообщение об ошибке. Вот каким вышел мой диалог с нейросетью:

Masha:

Помоги, пожалуйста, с Ансиблом, Линтер пишет:
roles/cops/checklist/tasks/hardware/disks.yaml:166
Task/Handler: Check disks amount
package-latest: Package installs should not use latest.
кусок кода:
- name: Check amount
ansible.builtin.set_fact:
failed_messages: "{{ failed_messages + ['Check amount, got {{ facter_disks|length|string }}, but required: {{ allowed_disk_amount|string }}' ] }}"
when: facter_disks|length not in allowed_disk_amount
ChatGPT:

Ошибка, указанная Линтером, связана с использованием ключевого слова «latest» при установке пакетов. Вместо этого рекомендуется указывать конкретную версию пакета. Чтобы исправить ошибку, вам необходимо изменить код …
- name: Install package
ansible.builtin.package:
name: package-name
state: present
version: specific-version

ChatGPT предложил мне скачать дополнительный пакет и просто добавить лишнюю задачу в плейбук, что никак не решило бы проблему. Об этом я и написала нейросети:

Masha:

Но тут же нет установки пакетов?

ChatGPT:

Извините за недоразумение. Похоже, я неправильно понял контекст вашего вопроса. В данном случае ошибка Линтера связана с установкой пакета `package-latest`

** (пишет то же самое и предлагает тот же код)
**здесь я заметила, что скинула не ту ошибку, и отправила нужную**

Masha:

Неправильно увидела, он жалуется на no-jinja-nesting: Nested jinja pattern.

** ещё несколько попыток ChatGPT, но по итогу он обнаружил и решил проблему **

ChatGPT:

К сожалению, ошибка «no-jinja-nesting: Nested jinja pattern» остается в коде, потому что в данном случае используется вложенный шаблон Jinja внутри ключа `failed_messages`. Линтер ansible-lint ругается на такую структуру, поскольку вложенные шаблоны Jinja не поддерживаются.

Один из способов исправить это — использовать фильтр `format` для форматирования строки. Вот обновленная версия кода без вложенных шаблонов Jinja.
- name: Check amount
vars:
disks_amount: "{{ facter_disks|length }}"
failure_message: "Check amount {{ disks_amount|string }}, but required: {{ allowed_disk_amount|string }}"
ansible.builtin.set_fact:
failed_messages: "{{ failed_messages + [failure_message] }}"
when: disks_amount not in allowed_disk_amount
ChatGPT:

В этом коде мы создаем переменную `failure_message`, которая содержит отформатированное сообщение об ошибке. Затем мы добавляем это сообщение в список `failed_messages` без использования вложенных шаблонов Jinja.

В итоге ChatGPT не сразу, но решил проблему, вывел вложенный шаблон в отдельную переменную и исправил проверку. Как стала выглядеть проверка:

- name: Check disks amount
  vars:
    disks_amount: "{{ facter_disks|length }}"
    failed_disks_message: "Check amount of disks in host, got {{ disks_amount|string }} , but required for this type of host: {{ allowed_disk_amount|string }}"
  ansible.builtin.set_fact:
    failed_messages: "{{ failed_messages + [ failed_disks_message ] }}"
  when: disks_amount not in allowed_disk_amount

Ошибка простая и решение тоже, но даже тут я сэкономила время на дебаге. Стоит отметить, что проблема в большей степени завязана именно на Python, с которым я до этого практически не работала. Неизвестно, как долго я бы решала проблему сама. Можно было, например, почитать документацию по Jinja, которая занимает не одну страницу текста.

Из этой ситуации я сделала вывод: не стоит лишний раз использовать вложенные шаблоны и разделять сообщения по переменным. Либо можно было разделить сообщение на части и выделить части текста в кавычки, например:

- name: Check disks amount
  vars:
    disks_amount: "{{ facter_disks|length }}"
  ansible.builtin.set_fact:
    failed_messages: "{{ failed_messages + ['Check amount of disks in host, got’ + {{ disks_amount|string }} + ’, but required for this type of host: ‘ + {{ allowed_disk_amount|string }}' ] }}"
  when: disks_amount not in allowed_disk_amount

Такой способ тоже сработал бы, но первый вариант удобнее читать.

Итог: ChatGPT сэкономил мне время на решение проблем с Python и помог разобраться с шаблонами Jinja, с которыми я раньше не сталкивалась.

Проверка процессоров

ChatGPT не всегда решает проблему замыленных глаз. Я писала проверку на разные процессоры и память — там было пять разных условий, но при этом ошибки ссылались на конкретные строки кода.

- name: Check for 2 processors
  become: True
  ansible.builtin.set_fact:
    failed_messages: "{{ failed_messages + ['Decrease memory, there are more than 256Gb on host with 2 processors, don't forget SILENCE for 2 days!'] }}"
  when:
    - ansible_processor_count == 2
    - ansible_memtotal_mb > 258000
    - ansible_processor is not search("AMD")
    - ansible_fqdn is search('zone-{1,2,3,7,9}')
    - "'device_roles_cmp' in group_names"
- name: Check for 4 processors
  become: True
    ***
##Ошибки:
yaml: truthy value should be one of [false, true] (truthy)
roles/cops/checklist/tasks/hardware/memory.yaml:2
yaml: truthy value should be one of [false, true] (truthy)
roles/cops/checklist/tasks/hardware/memory.yaml:13

Код работал, но Линтер снова вывел ошибку, с которой я и пошла к ChatGPT:

Masha:

Мой кусок кода выглядит так:

** отправляю код **

Линтер фейлится:
yaml: truthy value should be one of [false, true] (truthy)
roles/cops/checklist/tasks/hardware/memory.yaml:2
yaml: truthy value should be one of [false, true] (truthy)
roles/cops/checklist/tasks/hardware/memory.yaml:13
как это можно исправить?

**в этот раз у него не особо получилось что-то исправить**

ChatGPT:

Ошибки указывают на то, что ваши условия в блоках `when` должны возвращать либо `true`, либо `false`. Пожалуйста, убедитесь, что ваши условия возвращают одно из этих значений…

** говорю, что не в ту сторону пошёл **

ChatGPT:

Извините за путаницу. Ошибка может быть связана с тем, что условие `ansible_fqdn is search('zone-{1,2,3,7,9}')` не является булевым выражением, и Линтер считает это неверным. Давайте попробуем …

**также предлагает исправить условия **

В итоге я нашла ошибку сама раньше ChatGPT.

Masha:

Была проблема с тем, что я записала true с большой буквы.

ChatGPT:

Понял, рад, что проблема была решена! Действительно, в YAML true и false должны быть в нижнем регистре.

Я нашла ошибку быстрее ChatGPT, поэтому не стоит на него полагаться во всем. Однако нейросеть предложила мне хорошее исправление, более удобное для чтения, и я воспользовалась этим вариантом.

Итог: хотя ChatGPT не помог мне решить проблему, я посмотрела на свои условия с другой стороны. Иногда при дебаге такой уход в сторону полезен для решения проблемы. Ну и лишний раз напоминание: даже ИИ может не спасти вас от невнимательности.

Проверка на сетевые карты

Приведу кейс моего коллеги: нужно было достать из большого JSON-файла строку с версией прошивки сетевой карты. Коллега отправил запрос:

Colleague:

write an ansible loop task to iterate over this dict to show only version line ***json example***

ChatGPT:

You can use the `with_items` loop in Ansible to iterate over the dictionary and display only the «version» lines. Here's an example playbook to achieve this:

** представляет не очень рабочий плейбук **

Colleague:

write an ansible task to iterate over this dict to show only version line using json_query

ChatGPT:

You can use the `json_query` filter in Ansible to extract the «version» lines from the provided dictionary. Here's an example task to achieve this:

** представляет новый плейбук с использованием json_query, но тоже нерабочий**

Ни один из вариантов не сработал как нужно, поэтому коллега написал:

Итог: задачу помог решить наш товарищ по команде. Он написал факт для Ansible, собирающий всю информацию о сетевой карте, в том числе и её прошивку. Более опытный коллега оказался сильнее нейросети.

Можете заметить, в последнем случае запросы были на английском. Но я не заметила разницы в ответах, хотя пробовала спрашивать и на русском, и на английском. Ради интереса попробовала отправить один и тот же запрос на двух языках, чтобы сравнить время ответа. Действительно, на английском ответ приходит быстрее: пять секунд вместо десяти. Но мне кажется, нужно выбирать тот язык, на котором вам удобнее писать запрос и получать ответ.

Проверка на SWAP-раздел

Попросила ChatGPT написать проверку на наличие SWAP-раздела с нуля, без моих наработок. Выбрала самую простую проверку, чтобы точно что-то получилось. Вот как выглядел мой запрос:

Masha:

Привет, я хочу написать проверку в ансибл плейбук. Мне нужно проверить, есть ли на хосте swap раздел, и если есть, то вывести сообщение об этом. Также нужно проверить, есть ли на хосте файл /swap.img, и если есть, то вывести сообщение о его существовании, и что его необходимо освободить (сделать swapoff) и удалить

ChatGPT:

Привет! Для проверки наличия swap раздела и файла /swap.img на хосте с использованием Ansible, вы можете воспользоваться модулем `command` или `shell`.

Вот пример Ansible плейбука для выполнения этих проверок:

---
- name: Проверка swap раздела и файла /swap.img
  hosts: your_target_hosts
  become: true  # Выполнение команд с правами суперпользователя
  tasks:
    - name: Проверить наличие swap раздела
      command: "swapon --show"
      register: swap_result
      ignore_errors: true  # Игнорировать ошибку, если swap раздел не найден
    - name: Вывести сообщение, если swap раздел существует
      debug:
        msg: "Swap раздел существует на хосте."
      when: swap_result.rc == 0  # Проверить код возврата
    - name: Проверить наличие файла /swap.img
      stat:
        path: /swap.img
      register: swap_file_result
    - name: Вывести сообщение, если файл /swap.img существует
      debug:
        msg: "Файл /swap.img существует на хосте. Освободите его и удалите."
      when: swap_file_result.stat.exists  # Проверить существование файла

Также СhatGPT подробно объяснил каждое действие, которое происходит в плейбуке:

ChatGPT:

Этот плейбук выполняет следующие действия:

1. Проверяет наличие swap раздела с использованием команды `swapon --show`. Если swap раздел существует, регистрирует результат в переменной `swap_result`.

2. Выводит сообщение, если swap раздел найден (если код возврата равен 0).

3. Проверяет наличие файла /swap.img с использованием модуля `stat`. Регистрирует результат в переменной `swap_file_result`.

4. Выводит сообщение, если файл /swap.img существует.

Вы можете запустить этот плейбук, указав свои целевые хосты вместо `your_target_hosts`. Не забудьте также настроить соединение с хостами (например, использовать модуль `ansible_ssh_user` и другие соответствующие параметры).

Надеюсь, это поможет! Если у вас есть дополнительные вопросы или нужна дополнительная помощь, дайте знать.

После этого я попросила перевести комментарии и сообщения на английский — мы не используем русский язык в коде. После небольших правок код даже работал. Я разделила большой блок с задачами на отдельные, и всё взлетело, правда с некоторыми оговорками:

TASK [cops/checklist : Check for the existence of a swap partition] *********************************
ok: [cmp15]
ok: [cmp18]
TASK [cops/checklist : Display a message if a swap partition exists] ********************************
ok: [cmp15] => {
    "msg": "Swap partition exists on the host."
}
ok: [cmp18] => {
    "msg": "Swap partition exists on the host."
}
TASK [cops/checklist : Check for the existence of the swap.img file] ********************************
ok: [cmp15]
ok: [cmp18]
TASK [cops/checklist : Display a message if the swap.img file exists] *******************************
ok: [cmp15] => {
    "msg": "The /swap.img file exists on the host. Free it up and delete it."
}
ok: [cmp18] => {
    "msg": "The /swap.img file exists on the host. Free it up and delete it."
}

Из слабых мест был только Линтер, который снова ругался на конкретную ошибку:

WARNING  Listing 1 violation(s) that are fatal
no-changed-when: Commands should not change things if nothing needs doing.
roles/cops/checklist/tasks/hardware/memory.yaml:1 Task/Handler: Check for the existence of a swap partition

Отправила ошибку СhatGPT, и он ее исправил, просто добавив в проверки changed_when: false. Но куда именно их надо было добавлять, все равно пришлось объяснять:

ChatGPT:

Извините за путаницу. Ваш Линтер предупреждает о том, что задача выполняет команду, но не предпринимает никаких изменений, если условие (`when`) не выполняется. Это может быть проблемой в некоторых случаях, когда Ansible рекомендует избегать выполнения лишних команд.

Для устранения предупреждения Линтера можно попробовать изменить ваш плейбук следующим образом:
- name: Check for the existence of a swap partition
command: "swapon --show"
register: swap_result
ignore_errors: true  # Ignore errors if the swap partition is not found
- name: Display a message if a swap partition exists
debug:
msg: "Swap partition exists on the host."
when: swap_result.rc == 0  # Check the return code
- name: Check for the existence of the /swap.img file
stat:
path: /swap.img
register: swap_file_result
changed_when: false  # Set changed_when to false to avoid "changed" status
- name: Display a message if the /swap.img file exists
debug:
msg: "The /swap.img file exists on the host. Free it up and delete it."
when: swap_file_result.stat is defined and swap_file_result.stat.exists  # Check file existence
Добавлен параметр `changed_when: false` в задаче `stat`, который указывает Ansible не помечать задачу как измененную, даже если она выполнена. Это может решить предупреждение Линтера.

Попробуйте внести эти изменения и проверьте, решает ли это вашу проблему. Если у вас по-прежнему есть вопросы или проблемы, дайте мне знать!

Masha:

там же ругань именно на 1 проверку.

ChatGPT

Понял, извините за путаницу. Попробуйте изменить вашу задачу проверки swap раздела следующим образом:

** тут добавляет в первую проверку аналогичный changed_when: false**

Решила сравнить этот вариант со своей проверкой — я сделала ее немного иначе:

- name: Check SWAP on ceph
  become: true
  ansible.builtin.set_fact:
    failed_messages: "{{ failed_messages + ['SWAP on ceph hosts should be deleted'] }}"
  when:
    - ansible_swaptotal_mb > 0
    - ('device_roles_fs' in group_names) or ('device_roles_ms' in group_names) or ('device_roles_cs' in group_names) or ('device_roles_meta' in group_names) or ('device_roles_ss' in group_names)
- name: Register swap.img file on ceph
  stat:
    path: "/swap.img"
  register: swapfile
- name: Generate message if exists
  ansible.builtin.set_fact:
    failed_messages: "{{ failed_messages + ['Swapoff and delete swap.img, it exists'] }}"
  when:
    - swapfile.stat.exists

Задача состоит из двух частей: первая проверяет swap раздел на диске, вторая — файл swap.img. И если первая у нас с ИИ реализована по-разному, я иначе смотрю swap раздел и добавила больше условий, то вторая проверка практически идентична моей:

Итог: ChatGPT, хотя и не без изъянов, написал мне заготовку для рабочего плейбука, который я затем доработала. Результат вполне подошел бы в качестве решения. Похоже, нужно уделять запросам особое внимание: чем больше вводных дать, тем качественнее результат.

Плюсы и минусы работы с СhatGPT

Нейросеть справляется с задачами, но не всегда. Какие плюсы и минусы я заметила во время рефакторинга.

Минусы

При использовании СhatGPT всегда нужно помнить о рисках, связанных с конфиденциальностью данных, передачей информации стороннему сервису и возможной устаревшей или неточной информацией.

Риск утечки данных. При работе с моделью можно случайно раскрыть конфиденциальную информацию. Все введенные данные передаются и обрабатываются серверами Microsoft, то есть вы передаете информацию стороннему сервису. Это рискованно, если вы имеете дело с чувствительной информацией, например, с какими-то закрытыми данными, связанными с инфраструктурой дата-центров.

Актуальность информации. Модель обучена на данных, доступных на момент завершения обучения (примерно конец 2021 года). Она не всегда учитывает последние изменения или события. Это может привести к тому, что полученные варианты решения проблем могут быть неактуальными или не учитывать последних разработок в той или иной области.

Плюсы

Решение проблем. ChatGPT действительно помогает решать некоторые задачи, а также взглянуть на проблему с другой стороны. Даже в случае, когда он пошел совсем не туда, он подкинул мне пару идей, как переписать условия, чтобы они стали более легкими для чтения. Когда ты дебажишь, полезно иметь «взгляд со стороны», и нейросеть в этом плане способна помочь.

Экономия времени. Я не знаю, сколько бы времени решала проблемы с Jinja, так как они касаются больше Python, чем Ansible. ChatGPT кажется особенно полезным, если ты не очень хорошо разбираешься в конкретной области.

Это был один из первых моментов, когда я переписывала плейбуки Я часто спотыкалась об ошибки синтаксиса, неправильный парсинг JSON-файлов и т.д. А когда ты делаешь первые шаги, важно и полезно иметь инструмент, который поможет исправить глупости не за три часа, а за пять минут.

Самообучение. ChatGPT помогает построчно объяснить код. Так, можно разобраться в вещах, которые тебе непонятны, а загуглить их невозможно. Например, без привязки к Ansible, я пробовала разобраться и потренироваться в некоторых запросах в Grafana, и нейросеть подробно пояснила непонятные вещи. Не думаю, что ChatGPT и Google способны полностью заменить ментора, но они точно помогут при его отсутствии.

Возможно, эти тексты тоже вас заинтересуют:

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Заключение

Мы продолжаем переделывать плейбук, но многие задачи уже сделали. Чек-лист приобрел четкую структуру, его стало легче читать. Мы, джуны из отдела облачной инфраструктуры, поработали с Ansible и набрались опыта. Мне понравилось использовать ChatGPT для дебага и стало интересно, как он справится с другими задачами. Надеюсь, что хорошо — узнаю со временем.

Я использовала именно ChatGPT потому что он был самым популярным, а у меня был временный прямой доступ к нему без VPN. Однако есть и другие нейросети, которые теоретически могут помочь с подобными проблемами:

Google Bard,
Github Copilot,
Codeium,
YandexGPT,
и другие.

Многие из них можно развернуть локально, например LocalAI. Вариантов достаточно, главное — начать погружаться в тему.

Мне кажется интересным использование СhatGPT для объяснения непонятных вещей, дебага и самообразования. Хотелось бы узнать ваше мнение в комментариях.

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30 янв. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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02.10.24 22:27 Emily Hunter

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31.10.24 00:13 ytre89

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02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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22.11.24 23:43 teresaborja

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I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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26.11.24 23:12 rickrobinson8

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27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

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01.12.24 17:21 KollanderMurdasanu

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02.12.24 23:02 ytre89

Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
04.12.24 22:24 andreygagloev

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12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

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27.12.24 00:21 swiftdream

I lost about $475,000.00 USD to a fake cryptocurrency trading platform a few weeks back after I got lured into the trading platform with the intent of earning a 15% profit daily trading on the platform. It was a hell of a time for me as I could hardly pay my bills and got me ruined financially. I had to confide in a close friend of mine who then introduced me to this crypto recovery team with the best recovery SWIFTDREAM i contacted them and they were able to completely recover my stolen digital assets with ease. Their service was superb, and my problems were solved in swift action, It only took them 48 hours to investigate and track down those scammers and my funds were returned to me. I strongly recommend this team to anyone going through a similar situation with their investment or fund theft to look up this team for the best appropriate solution to avoid losing huge funds to these scammers. Send complaint to Email: info [email protected]
31.12.24 04:53 Annette_Phillips

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04.01.25 04:56 florencestella

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04.01.25 04:57 florencestella

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06.01.25 19:09 michaeljordan15

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18.01.25 12:41 michaeldavenport218

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18.01.25 12:41 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
20.01.25 15:39 patricialovick86

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22.01.25 21:43 DoraJaimes23

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23.01.25 02:36 [email protected]

After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
23.01.25 02:37 [email protected]

After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
23.01.25 14:20 nellymargaret

DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT
23.01.25 14:20 nellymargaret

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26.01.25 03:54 [email protected]

Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT
28.01.25 21:48 [email protected]

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02.02.25 20:53 Michael9090

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