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[Перевод] Улучшение RAG с помощью графов знаний

Знакомство с RAG и связанными с ним проблемами

Генерация с дополненной выборкой (RAG) — это метод, который соединяет внешние источники данных для улучшения вывода больших языковых моделей (LLM). Этот метод идеально подходит для LLM для доступа к частным или специфичным для предметной области данным и решения проблем, связанных с галлюцинациями. Поэтому RAG широко используется для поддержки многих приложений GenAI, таких как чат-боты AI и системы рекомендаций.

Базовый RAG обычно объединяет векторную базу данных и LLM, где векторная база данных хранит и извлекает контекстную информацию для пользовательских запросов, а LLM генерирует ответы на основе извлеченного контекста. Этот подход хорошо работает во многих случаях, однако он испытывает трудности со сложными задачами, такими как многоадресное рассуждение или ответы на вопросы, требующие соединения разрозненных фрагментов информации.

Например, вопрос «Какое имя было дано сыну человека, который победил узурпатора Аллектуса?»

Для ответа на этот вопрос базовый RAG обычно выполняет следующие шаги:

  1. Определяет человека: определяет, кто победил Аллектуса.

  2. Определяет сына человека: ищет информацию о семье этого человека, в частности о его сыне.

  3. Ищет имя: определяет имя сына.

Проблема обычно возникает на первом этапе, поскольку базовый RAG извлекает текст на основе семантического сходства, а не напрямую отвечает на сложные запросы, где конкретные детали могут не быть упомянуты в наборе данных. Это ограничение затрудняет поиск точной необходимой информации, часто требуя дорогостоящих и непрактичных решений, таких как ручное создание пар вопросов и ответов для частых запросов.

Для решения таких проблем Microsoft Research представила GraphRAG, совершенно новый метод, который дополняет извлечение и генерацию RAG с помощью графов знаний. В следующих разделах мы объясним, как работает GraphRAG и как запустить его с векторной базой данных Milvus.

Что такое GraphRAG и как он работает?

В отличие от базового RAG, который использует векторную базу данных для извлечения семантически похожего текста, GraphRAG улучшает RAG, включая графы знаний (KG). Графы знаний — это структуры данных, которые хранят и связывают данные на основе их отношений.

Конвейер GraphRAG обычно состоит из двух основных процессов: индексации и обработки запросов.

Конвейер GraphRAG (Источник изображения: документ GraphRAG)
Конвейер GraphRAG (Источник изображения: документ GraphRAG)

Индексация

Процесс индексации состоит из четырех основных этапов:

  1. Сегментация текстовых единиц: весь входной корпус делится на несколько текстовых единиц (текстовых фрагментов). Эти фрагменты являются наименьшими анализируемыми единицами и могут быть абзацами, предложениями или другими логическими единицами. Сегментируя длинные документы на более мелкие фрагменты, мы можем извлекать и сохранять более подробную информацию об этих входных данных.

  2. Извлечение сущностей, связей и утверждений: GraphRAG использует LLM для идентификации и извлечения всех сущностей (имен людей, мест, организаций и т. д.), связей между ними и ключевых утверждений, выраженных в тексте из каждой текстовой единицы. Мы будем использовать эту извлеченную информацию для построения начального графа знаний.

  3. Иерархическая кластеризация: GraphRAG использует алгоритм Лейдена для выполнения иерархической кластеризации на начальных графах знаний. Лейден — это алгоритм обнаружения сообществ, который может эффективно обнаруживать структуры сообществ в графе. Сущности в каждом кластере назначаются разным сообществам для более глубокого анализа.

Примечание: сообщество — это группа узлов в графе, которые плотно связаны друг с другом, но слабо связаны с другими плотными группами в сети.

  1. Генерация сводки сообщества: GraphRAG генерирует сводки для каждого сообщества и его участников, используя подход «снизу вверх». Эти сводки включают основные сущности в сообществе, их отношения и ключевые утверждения. Этот шаг дает обзор всего набора данных и предоставляет полезную контекстную информацию для последующих запросов.

Рисунок 1: Граф знаний, созданный LLM и построенный с использованием GPT-4 Turbo. (Источник изображения: Microsoft Research)
Рисунок 1: Граф знаний, созданный LLM и построенный с использованием GPT-4 Turbo. (Источник изображения: Microsoft Research)

Обработка запросов

GraphRAG имеет два различных рабочих процесса обработки запросов, адаптированных для разных запросов.

  • Глобальный поиск для рассуждений о целостных вопросах, связанных со всем корпусом данных, путем использования сводок сообщества.

  • Локальный поиск для рассуждений о конкретных сущностях путем распространения на их соседей и связанных с этим концепциях.

Этот рабочий процесс глобального поиска включает следующие фазы.

Рисунок 2: Глобальный поток данных поиска (Источник изображения: Microsoft Research)
Рисунок 2: Глобальный поток данных поиска (Источник изображения: Microsoft Research)

  1. История запросов и диалогов пользователей: система принимает историю запросов и разговоров пользователей в качестве начальных входных данных.

  2. Пакеты отчетов о сообществах: в качестве контекстных данных система использует отчеты о сообществах узлов, сгенерированных LLM из указанного уровня иерархии сообщества. Эти отчеты сообщества перемешиваются и делятся на несколько пакетов (Пакет 1, Пакет 2… Пакет N).

  3. RIR (Оцененные промежуточные ответы): Каждый пакет отчетов сообщества далее делится на текстовые фрагменты предопределенного размера. Каждый текстовый фрагмент используется для генерации промежуточного ответа. Ответ содержит список информационных фрагментов, называемых пунктами. Каждый пункт имеет числовую оценку, указывающую ее важность. Эти сгенерированные промежуточные ответы являются Оцененными промежуточными ответами (Ответ 1, Ответ 2… Ответ N).

  4. Ранжирование и фильтрация: система ранжирует и фильтрует эти промежуточные ответы, выбирая наиболее важные пункты. Выбранные важные пункты формируют Агрегированные промежуточные ответы.

  5. Окончательный ответ: Агрегированные промежуточные ответы используются в качестве контекста для генерации окончательного ответа.

Когда пользователи задают вопросы о конкретных сущностях (например, имена людей, места, организации и т. д.), мы рекомендуем использовать процесс локального поиска. Этот процесс включает следующие шаги:

Рисунок 3: Поток данных локального поиска (Источник изображения: Microsoft Research)
Рисунок 3: Поток данных локального поиска (Источник изображения: Microsoft Research)

  1. Запрос пользователя: Сначала система получает запрос пользователя, который может быть простым вопросом или более сложным запросом.

  2. Поиск похожих сущностей: система идентифицирует набор сущностей из графа знаний, которые семантически связаны с пользовательским вводом. Эти сущности служат точками входа в граф знаний. На этом этапе для проведения поиска по схожести текста используется векторная база данных, например, Milvus.

  3. Сопоставление сущности и текстовых единиц: извлеченные текстовые единицы сопоставляются с соответствующими сущностями, удаляя исходную текстовую информацию.

  4. Извлечение сущностей и связей: на этом этапе извлекается конкретная информация о сущностях и их соответствующих связях.

  5. Сопоставление сущностей с ковариатами: на этом этапе сущности сопоставляются с их ковариатами, которые могут включать статистические данные или другие соответствующие атрибуты.

  6. Сопоставление сущностей с отчетами о сообществах: отчеты сообщества интегрируются в результаты поиска, включая некоторую глобальную информацию.

  7. Использование истории диалогов: система использует историю диалогов, чтобы лучше понять намерение и контекст пользователя.

  8. Генерация ответа: система конструирует и отвечает на запрос пользователя на основе отфильтрованных и отсортированных данных, которые были сгенерированы на предыдущих этапах.

Сравнение базового RAG и GraphRAG по качеству выходных данных

Чтобы продемонстрировать эффективность GraphRAG, его создатели сравнили качество выходных данных базового RAG и GraphRAG в своем блоге. Для иллюстрации я приведу простой пример.

Используемый набор данных

Для своих экспериментов создатели GraphRAG использовали набор данных «Информация о насильственных инцидентах из новостных статей» (VIINA).

Примечание: этот набор данных содержит деликатные темы. Он был выбран исключительно из-за своей сложности и наличия различных мнений и частичной информации.

Обзор эксперимента

Базовому RAG и GraphRAG задавали один и тот же вопрос, который для составления ответа требует агрегации информации по всему набору данных.

Вопрос: Каковы 5 основных тем в наборе данных?

Ответы показаны на изображении ниже. Результаты базового RAG не имели отношения к военной тематике, поскольку векторный поиск давал несвязанный текст, что приводило к неточной оценке. Напротив, GraphRAG предоставил четкий и релевантный ответ, определив основные темы и вспомогательные детали. Результаты были согласованы с набором данных со ссылками на исходный материал.

Рисунок 4: Базовый RAG по сравнению с GraphRAG при ответе на сложные вопросы
Рисунок 4: Базовый RAG по сравнению с GraphRAG при ответе на сложные вопросы

Дальнейшие эксперименты, приведенные в статье «От локального к глобальному: подход Graph RAG к резюмированию, ориентированному на запросы», показали, что GraphRAG значительно улучшает многоадресное рассуждение и сложное резюмирование информации. Исследование показало, что GraphRAG превосходит базовый RAG как по полноте, так и по разнообразию:

  • Полнота: степень, в которой ответ охватывает все аспекты вопроса.

  • Разнообразие: разнообразие и богатство точек зрения и идей, которые содержатся в ответе.

Для получения более подробной информации об этих экспериментах мы рекомендуем вам прочитать оригинальную статью GraphRAG.

Как реализовать GraphRAG с векторной базой данных Milvus

GraphRAG расширяет приложения RAG с помощью графов знаний, а также использует векторную базу данных для извлечения соответствующих сущностей. В этом разделе показано, как реализовать GraphRAG, создать индекс GraphRAG и запросить его с помощью векторной базы данных Milvus.

Предварительные условия

Перед запуском кода убедитесь, что вы установили следующие зависимости:

pip install --upgrade pymilvus
pip install git+https://github.com/zc277584121/graphrag.git

Примечание: мы установили GraphRAG из форк репозитория, поскольку на момент написания статьи функция хранения Milvus все еще ожидает официального слияния.

Начнем с рабочего процесса индексации.

Подготовка данных

Загрузите из Project Gutenberg небольшой текстовый файл примерно с тысячей строк и используйте его для индексации GraphRAG.

Этот набор данных посвящен истории Леонардо да Винчи. Мы используем GraphRAG для построения графического индекса всех связей, касающихся да Винчи, и векторной базой данных Milvus для поиска соответствующих знаний для ответа на вопросы.

import nest_asyncio
nest_asyncio.apply()
import os
import urllib.request
index_root = os.path.join(os.getcwd(), 'graphrag_index')
os.makedirs(os.path.join(index_root, 'input'), exist_ok=True)
url = "https://www.gutenberg.org/cache/epub/7785/pg7785.txt"
file_path = os.path.join(index_root, 'input', 'davinci.txt')
urllib.request.urlretrieve(url, file_path)
with open(file_path, 'r+', encoding='utf-8') as file:
    # We use the first 934 lines of the text file, because the later lines are not relevant for this example.
    # If you want to save api key cost, you can truncate the text file to a smaller size.
    lines = file.readlines()
    file.seek(0)
    file.writelines(lines[:934])  # Decrease this number if you want to save api key cost.
    file.truncate()

Инициализация рабочей области

Теперь давайте используем GraphRAG для индексации текстового файла. Чтобы инициализировать рабочую область, сначала запустим команду graphrag.index --init.

python -m graphrag.index --init --root ./graphrag_index

Настройка файла env и параметров

Вы найдете файл .env в корневом каталоге индекса. Чтобы использовать его, добавьте свой ключ API OpenAI в файл .env.

Важные примечания:

  • В этом примере мы будем использовать модели OpenAI, поэтому убедитесь, что у вас есть готовый ключ API.

  • Индексация GraphRAG требует больших затрат, поскольку она обрабатывает весь текстовый корпус с помощью LLM. Чтобы сэкономить деньги, попробуйте сократить текстовый файл до меньшего размера.

Запуск конвейера индексации

Процесс индексации займет некоторое время. После завершения в папке ./graphrag_index/output/<timestamp>/появится новая директория с артефактами, содержащими серию файлов в формате Parquet.

python -m graphrag.index --root ./graphrag_index

Обработка запросов с помощью векторной базы данных Milvus

На этапе выполнения запросов мы используем Milvus для хранения эмбеддингов описаний сущностей, необходимых для локального поиска в GraphRAG. Этот подход объединяет структурированные данные из графа знаний с неструктурированными данными из входных документов, что позволяет дополнить контекст LLM релевантной информацией о сущностях и обеспечить более точные ответы.

import os
import pandas as pd
import tiktoken
from graphrag.query.context_builder.entity_extraction import EntityVectorStoreKey
from graphrag.query.indexer_adapters import (
    # read_indexer_covariates,
    read_indexer_entities,
    read_indexer_relationships,
    read_indexer_reports,
    read_indexer_text_units,
)
from graphrag.query.input.loaders.dfs import (
    store_entity_semantic_embeddings,
)
from graphrag.query.llm.oai.chat_openai import ChatOpenAI
from graphrag.query.llm.oai.embedding import OpenAIEmbedding
from graphrag.query.llm.oai.typing import OpenaiApiType
from graphrag.query.question_gen.local_gen import LocalQuestionGen
from graphrag.query.structured_search.local_search.mixed_context import (
    LocalSearchMixedContext,
)
from graphrag.query.structured_search.local_search.search import LocalSearch
from graphrag.vector_stores import MilvusVectorStore
output_dir = os.path.join(index_root, "output")
subdirs = [os.path.join(output_dir, d) for d in os.listdir(output_dir)]
latest_subdir = max(subdirs, key=os.path.getmtime)  # Get latest output directory
INPUT_DIR = os.path.join(latest_subdir, "artifacts")
COMMUNITY_REPORT_TABLE = "create_final_community_reports"
ENTITY_TABLE = "create_final_nodes"
ENTITY_EMBEDDING_TABLE = "create_final_entities"
RELATIONSHIP_TABLE = "create_final_relationships"
COVARIATE_TABLE = "create_final_covariates"
TEXT_UNIT_TABLE = "create_final_text_units"
COMMUNITY_LEVEL = 2

Загрузка данных из процесса индексации

В процессе индексации будет сгенерировано несколько файлов parquet. Мы загружаем их в память и сохраняем информацию об описании сущностей в векторной базе данных Milvus.

Чтение сущностей:

# read nodes table to get community and degree data
entity_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_TABLE}.parquet")
entity_embedding_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_EMBEDDING_TABLE}.parquet")
entities = read_indexer_entities(entity_df, entity_embedding_df, COMMUNITY_LEVEL)
description_embedding_store = MilvusVectorStore(
    collection_name="entity_description_embeddings",
)
# description_embedding_store.connect(uri="http://localhost:19530") # For Milvus docker service
description_embedding_store.connect(uri="./milvus.db") # For Milvus Lite
entity_description_embeddings = store_entity_semantic_embeddings(
    entities=entities, vectorstore=description_embedding_store
)
print(f"Entity count: {len(entity_df)}")
entity_df.head()

Количество сущностей: 651

Рисунок 5: Снимок экрана сущностей
Рисунок 5: Снимок экрана сущностей

Чтение связей

relationship_df = pd.read_parquet(f"{INPUT_DIR}/{RELATIONSHIP_TABLE}.parquet")
relationships = read_indexer_relationships(relationship_df)
print(f"Relationship count: {len(relationship_df)}")
relationship_df.head()

Количество связей: 290

Рисунок 6: Снимок экрана связей
Рисунок 6: Снимок экрана связей

Чтение отчетов сообщества

report_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_REPORT_TABLE}.parquet")
reports = read_indexer_reports(report_df, entity_df, COMMUNITY_LEVEL)
print(f"Report records: {len(report_df)}")
report_df.head()

Записи отчетов: 45

Рисунок 7: Снимок экрана записей отчетов
Рисунок 7: Снимок экрана записей отчетов

Чтение текстовых единиц

text_unit_df = pd.read_parquet(f"{INPUT_DIR}/{TEXT_UNIT_TABLE}.parquet")
text_units = read_indexer_text_units(text_unit_df)
print(f"Text unit records: {len(text_unit_df)}")
text_unit_df.head()

Записи текстовых единиц: 51

Рисунок 8: Снимок экрана записей текстовых единиц
Рисунок 8: Снимок экрана записей текстовых единиц

Создание локальной поисковой системы

Мы подготовили необходимые данные для локальной поисковой системы. Теперь мы можем создать с их помощью экземпляр LocalSearch, LLM и модель эмбеддингов.

api_key = os.environ["OPENAI_API_KEY"]  # Your OpenAI API key
llm_model = "gpt-4o"  # Or gpt-4-turbo-preview
embedding_model = "text-embedding-3-small"
llm = ChatOpenAI(
    api_key=api_key,
    model=llm_model,
    api_type=OpenaiApiType.OpenAI,
    max_retries=20,
)
token_encoder = tiktoken.get_encoding("cl100k_base")
text_embedder = OpenAIEmbedding(
    api_key=api_key,
    api_base=None,
    api_type=OpenaiApiType.OpenAI,
    model=embedding_model,
    deployment_name=embedding_model,
    max_retries=20,
)
context_builder = LocalSearchMixedContext(
    community_reports=reports,
    text_units=text_units,
    entities=entities,
    relationships=relationships,
    covariates=None, #covariates,#todo
    entity_text_embeddings=description_embedding_store,
    embedding_vectorstore_key=EntityVectorStoreKey.ID,  # if the vectorstore uses entity title as ids, set this to EntityVectorStoreKey.TITLE
    text_embedder=text_embedder,
    token_encoder=token_encoder,
)
local_context_params = {
    "text_unit_prop": 0.5,
    "community_prop": 0.1,
    "conversation_history_max_turns": 5,
    "conversation_history_user_turns_only": True,
    "top_k_mapped_entities": 10,
    "top_k_relationships": 10,
    "include_entity_rank": True,
    "include_relationship_weight": True,
    "include_community_rank": False,
    "return_candidate_context": False,
    "embedding_vectorstore_key": EntityVectorStoreKey.ID,  # set this to EntityVectorStoreKey.TITLE if the vectorstore uses entity title as ids
    "max_tokens": 12_000,  # change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 5000)
}
llm_params = {
    "max_tokens": 2_000,  # change this based on the token limit you have on your model (if you are using a model with 8k limit, a good setting could be 1000=1500)
    "temperature": 0.0,
}
search_engine = LocalSearch(
    llm=llm,
    context_builder=context_builder,
    token_encoder=token_encoder,
    llm_params=llm_params,
    context_builder_params=local_context_params,
    response_type="multiple paragraphs",  # free form text describing the response type and format, can be anything, e.g. prioritized list, single paragraph, multiple paragraphs, multiple-page report
)

Создание запроса

result = await search_engine.asearch("Tell me about Leonardo Da Vinci")
print(result.response)
# Leonardo da Vinci
    Leonardo da Vinci, born in 1452 in the town of Vinci near Florence, is widely celebrated as one of the most versatile geniuses of the Italian Renaissance. His full name was Leonardo di Ser Piero d'Antonio di Ser Piero di Ser Guido da Vinci, and he was the natural and first-born son of Ser Piero, a country notary [Data: Entities (0)]. Leonardo's contributions spanned various fields, including art, science, engineering, and philosophy, earning him the title of the most Universal Genius of Christian times [Data: Entities (8)].
    ## Early Life and Training
    Leonardo's early promise was recognized by his father, who took some of his drawings to Andrea del Verrocchio, a renowned artist and sculptor. Impressed by Leonardo's talent, Verrocchio accepted him into his workshop around 1469-1470. Here, Leonardo met other notable artists, including Botticelli and Lorenzo di Credi [Data: Sources (6, 7)]. By 1472, Leonardo was admitted into the Guild of Florentine Painters, marking the beginning of his professional career [Data: Sources (7)].
    ## Artistic Masterpieces
    Leonardo is perhaps best known for his iconic paintings, such as the "Mona Lisa" and "The Last Supper." The "Mona Lisa," renowned for its subtle expression and detailed background, is housed in the Louvre and remains one of the most famous artworks in the world [Data: Relationships (0, 45)]. "The Last Supper," a fresco depicting the moment Jesus announced that one of his disciples would betray him, is located in the refectory of Santa Maria delle Grazie in Milan [Data: Sources (2)]. Other significant works include "The Virgin of the Rocks" and the "Treatise on Painting," which he began around 1489-1490 [Data: Relationships (7, 12)].
    ## Scientific and Engineering Contributions
    Leonardo's genius extended beyond art to various scientific and engineering endeavors. He made significant observations in anatomy, optics, and hydraulics, and his notebooks are filled with sketches and ideas that anticipated many modern inventions. For instance, he anticipated Copernicus' theory of the earth's movement and Lamarck's classification of animals [Data: Relationships (38, 39)]. His work on the laws of light and shade and his mastery of chiaroscuro had a profound impact on both art and science [Data: Sources (45)].
    ## Patronage and Professional Relationships
    Leonardo's career was significantly influenced by his patrons. Ludovico Sforza, the Duke of Milan, employed Leonardo as a court painter and general artificer, commissioning various works and even gifting him a vineyard in 1499 [Data: Relationships (9, 19, 84)]. In his later years, Leonardo moved to France under the patronage of King Francis I, who provided him with a princely income and held him in high regard [Data: Relationships (114, 37)]. Leonardo spent his final years at the Manor House of Cloux near Amboise, where he was frequently visited by the King and supported by his close friend and assistant, Francesco Melzi [Data: Relationships (28, 122)].
    ## Legacy and Influence
    Leonardo da Vinci's influence extended far beyond his lifetime. He founded a School of painting in Milan, and his techniques and teachings were carried forward by his students and followers, such as Giovanni Ambrogio da Predis and Francesco Melzi [Data: Relationships (6, 15, 28)]. His works continue to be celebrated and studied, cementing his legacy as one of the greatest masters of the Renaissance. Leonardo's ability to blend art and science has left an indelible mark on both fields, inspiring countless generations of artists and scientists [Data: Entities (148, 86); Relationships (27, 12)].
    In summary, Leonardo da Vinci's unparalleled contributions to art, science, and engineering, combined with his innovative thinking and profound influence on his contemporaries and future generations, make him a towering figure in the history of human achievement. His legacy continues to inspire admiration and study, underscoring the timeless relevance of his genius.

Результаты GraphRAG конкретны, с четко обозначенными цитируемыми источниками данных.

Генерация вопросов

GraphRAG также может генерировать вопросы на основе исторических запросов, что полезно для создания рекомендуемых вопросов в диалоге чат-бота. Этот метод объединяет структурированные данные из графа знаний с неструктурированными данными из входных документов для создания потенциальных вопросов, связанных с определенными сущностями.

question_generator = LocalQuestionGen(
   llm=llm,
   context_builder=context_builder,
   token_encoder=token_encoder,
   llm_params=llm_params,
   context_builder_params=local_context_params,
)
question_history = [
    "Tell me about Leonardo Da Vinci",
    "Leonardo's early works",
]

Генерация вопросов на основе истории.

candidate_questions = await question_generator.agenerate(
        question_history=question_history, context_data=None, question_count=5
    )
candidate_questions.response
["- What were some of Leonardo da Vinci's early works and where are they housed?",
     "- How did Leonardo da Vinci's relationship with Andrea del Verrocchio influence his early works?",
     '- What notable projects did Leonardo da Vinci undertake during his time in Milan?',
     "- How did Leonardo da Vinci's engineering skills contribute to his projects?",
     "- What was the significance of Leonardo da Vinci's relationship with Francis I of France?"]

Вы можете удалить корень индекса, если хотите удалить индекс, чтобы освободить место.

# import shutil
#
# shutil.rmtree(index_root)

Резюме

В этой статье мы изучили GraphRAG, инновационный метод, который улучшает технологию RAG за счет интеграции графов знаний. GraphRAG идеально подходит для решения сложных задач, таких как многошаговое рассуждение и ответы на комплексные вопросы, требующие связывания разрозненных фрагментов информации.

В сочетании с векторной базой данных Milvus, GraphRAG может эффективно анализировать сложные семантические связи в больших наборах данных, предоставляя более точные и глубокие результаты. Эта мощная комбинация делает GraphRAG незаменимым инструментом для различных практических приложений в области генеративного ИИ, предоставляя надежное решение для понимания и обработки сложной информации.

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  • 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/

  • 08.10.23 01:30 davec8080

    The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

    Reach Out To Adrian Lamo Hacker via email: [email protected] / WhatsApp: ‪+1 (909) 739‑0269‬ Adrian Lamo Hacker is a formidable force in the realm of cybersecurity, offering a comprehensive suite of services designed to protect individuals and organizations from the pervasive threat of digital scams and fraud. With an impressive track record of recovering over $950 million, including substantial sums from high-profile scams such as a $600 million fake investment platform and a $1.5 million romance scam, Adrian Lamo Hacker has established itself as a leader in the field. One of the key strengths of Adrian Lamo Hacker lies in its unparalleled expertise in scam detection. The company leverages cutting-edge methodologies to defend against a wide range of digital threats, including phishing emails, fraudulent websites, and deceitful schemes. This proactive approach to identifying and neutralizing potential scams is crucial in an increasingly complex and interconnected digital landscape. Adrian Lamo Hacker's tailored risk assessments serve as a powerful tool for fortifying cybersecurity. By identifying vulnerabilities and potential points of exploitation, the company empowers its clients to take proactive measures to strengthen their digital defenses. This personalized approach to risk assessment ensures that each client receives targeted and effective protection against cyber threats. In the event of a security incident, Adrian Lamo Hacker's rapid incident response capabilities come into play. The company's vigilant monitoring and swift mitigation strategies ensure that any potential breaches or scams are addressed in real-time, minimizing the impact on its clients' digital assets and reputation. This proactive stance towards incident response is essential in an era where cyber threats can materialize with alarming speed and sophistication. In addition to its robust defense and incident response capabilities, Adrian Lamo Hacker is committed to empowering its clients to recognize and thwart common scam tactics. By fostering enlightenment in the digital realm, the company goes beyond simply safeguarding its clients; it equips them with the knowledge and awareness needed to navigate the digital landscape with confidence and resilience. Adrian Lamo Hacker services extend to genuine hacking, offering an additional layer of protection for its clients. This may include ethical hacking or penetration testing, which can help identify and address security vulnerabilities before malicious actors have the chance to exploit them. By offering genuine hacking services, Adrian Lamo Hacker demonstrates its commitment to providing holistic cybersecurity solutions that address both defensive and offensive aspects of digital protection. Adrian Lamo Hacker stands out as a premier provider of cybersecurity services, offering unparalleled expertise in scam detection, rapid incident response, tailored risk assessments, and genuine hacking capabilities. With a proven track record of recovering significant sums from various scams, the company has earned a reputation for excellence in combating digital fraud. Through its proactive and empowering approach, Adrian Lamo Hacker is a true ally for individuals and organizations seeking to navigate the digital realm with confidence.

  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

    I Testify For iBolt Cyber Hacker Alone - For Crypto Recovery Service I highly suggest iBolt Cyber Hacker to anyone in need of bitcoin recovery services. They successfully recovered my bitcoin from a fake trading scam with speed and efficiency. This crew is trustworthy, They kept me updated throughout the procedure. I thought my bitcoin was gone, I am so grateful for their help, If you find yourself in a similar circumstance, do not hesitate to reach out to iBolt Cyber Hacker for assistance. Thank you, iBOLT, for your amazing customer service! Please be cautious and contact them directly through their website. Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 27.08.24 12:50 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 27.08.24 13:06 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 02.09.24 20:24 [email protected]

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  • 06.09.24 01:35 Celinagarcia

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  • 31.10.24 00:13 ytre89

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