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Виртуальный аватар без мокап-костюма или сказ о том, как Unreal Engine не хотел с API работать

Здравствуйте!

Мы – Агафонова Екатерина и Гольцова Мария, студентки 3 курса ВШЭ, направления Информатика и вычислительная техника. В этой статье мы расскажем Вам идею о том, как заставить манекена в Unreal Engine 5 повторять движения за человеком в кадре в реальном времени при помощи Python, нейронных сетей и API-запросов, а также поделимся наработками проекта “Виртуальный аватар без мокап-костюма”.

Расскажем об установке ПО, приведем инструкцию по созданию и анимированию персонажа в Unreal Engine, поговорим о нейросетях и главной причине остановки работы - API.

Изменение позы в UE5

Зачем проект? Рассказываем про мокап-костюм

Это костюм для записи движений на съемочной площадке с помощью датчиков. Несколько камер, расположенных под разными углами к движению, снимают динамику маркеров-отражателей или светодиодов, распределенных по телу движущегося «актёра». Далее, специальное ПО вычисляет координаты каждого маркера в пространстве в определенные моменты времени, соотнося данные с каждой камеры.

Мокап-костюм

В киноиндустрии на данный момент существует ряд проблем, связанных с мокап-костюмом, а именно:

Цена
Мокап-костюм, используемый при создании фильмов, стоит от 400 тыс. руб (!!!), что существенно влияет на бюджет фильма и компании в целом.
Сложность
Подготовка актера к съемке является довольно трудозатратной: чего только стоит надеть этот костюм и настроить все датчики… Да и подготовка съемочной площадки также требует немалых усилий.
Время
Кроме того, после съемки актеров в мокап костюмах требуется монтаж и наложение, что существенно увеличивает время производства фильма.

Выяснив вышеперечисленные недостатки, мы решили создать альтернативный вариант считывания движений человека в кадре.
Перейдем к его реализации!

Начало работы

Установка ПО

Сначала через лаунчер Epic Games скачаем движок Unreal Engine версии 5.0 и выше (мы используем v5.3.2) и Quixel Bridge, из которого загружаем MetaHuman.
Обратите внимание!
Движок весит очень много, поэтому необходимо, чтобы на диске было не менее 60 Гб.

Создание проекта и импорты.

После запуска UE, выберем создание проекта от 3-го лица в категории Игры. Зададим название в графе Project Name, а настройки, изображенные справа, оставим без изменений. Create!

Создание проекта

Не волнуйтесь, в Unreal-е многие загрузки занимают длительное время.

Теперь мы можем поставить на поле некого робота, которого мы хотим анимировать. Обратите внимание, что сейчас мы не можем сразу поставить детализированного персонажа, похожего на реального человека - пока только доступны роботоподобные манекены. Для добавления такого железного человека перейдем в Content Drawer, перетащим его на поле.

Поле проекта

Теперь сделаем импорты для работы с MetaHuman.
Войдем в систему Quixel Bridge. Выберем персонажа Trey, потому что так будет проще сопоставить опорные точки скелета персонажа с опорными точками манекена (в ином случае мы столкнулись с несоответствием роста манекена и персонажа, что привело к необходимости дополнительной настройки).

Импорт персонажа

Для импорта найденного персонажа - навести курсор и нажать на загрузку, затем Export.

Создание лица

После установки Unreal Engine и MetaHuman мы перешли к освоению программы. Начали с простого: повторения мимики с видео на лице аватара.

Для начала мы установили приложение LiveLink, позволяющее снимать движения лица в режиме реального времени с помощью совместимого iPhone или iPad.

Затем мы загрузили видео в Unreal Engine и приступили к созданию нашего аватара. Добавили три фронта: анфас (front), левый и правый профили (left и right).

Добавление фронтов

Предварительный результат

И последнее – наложение кожи на аватара (для этого необходимо импортировать «человека») и анимация мимики:

Наложение кожи на аватара

Перейдем непосредственно к созданию персонажа в Unreal Engine.

Создание аватара. Как настроить синхронизацию манекена и MetaHuman

Откроем несколько элементов в рабочем пространстве:
Сontent Drawer -> MetaHumans -> Trey выбирем блупринт BP_Trey, ThirdPerson -> Blueprints -> BP_ThirdPersonCharacter, ThirdPerson -> Blueprints -> BP_ThirdPersonGameMode.

Настроим BP_Trey:
Перейдя в настройки класса (Class Settings), выберем в качестве родительского класса персонажа Trey - BP_ThirdPersonCharacter (вклыдка Details, графа Parent Class).

Настройка BP_Trey

Далее изменим иерархию. В компонентах (слева, Components) перенесем Body в Mesh, удалим Root.

Иерархия

Если мы скомпилируем проект (Compile), то получим ошибку.

Нажмем на строку с ошибкой. Откроется Set Update Animation in Editor. Перенесем Mesh на рабочее пространство и установим связь с Get Children Components. Теперь компиляция пройдет успешно.

Успешная компиляция

Далее, перейдем на вкладку Viewport, чтобы настроить персонажа с манекеном. Обнулим положение и поворот персонажа в блоке Transform справа.

Нажатием по Live Retarget -> UseLiveRetargetMode откроем детали UseLiveRetargetMode и установим “галочку” в категории Default Value -> UseLiveRetargetMode. Увидим, что MetaHuman принял ту же позу, что и манекен.

Настройка UseLiveRetargetMode

Теперь в функциях перейдем по LiveRetargetSetup, где в схеме найдем узел RTGMetaHuman. Нажатием на browse увидим расположение соответствующего Animation Blueptint в Content Drawer.

Расположение Animation BluePrint

Необходимо продублировать RTG_metahuman, переименовав его: далее мы будем настраивать этот дубликат. Настроим источник и таргет, выбрав соответствующие шаблоны. Настроим корень, как глобально масштабируемый (Translation Mode при нажатии на Root) для дублирования анимационных ресурсов.

Настройка источника, таргета

Настройка корня

Теперь надо более точно сопоставить тело манекена с персонажем. Перейдем в режим редактирования позы (Edit Retarget Pose), убедимся, что позы не совпадают полностью. Настроим показ костей, а затем, используя повороты суставов, самостоятельно повернем плечи и стопы, чтобы добиться наложения.

Настройка показа костей

Персонаж. Ручной поворот кистей и стопы

Сохраним и изменим ретаргетинг для анимации (RTG_metahuman_base_skel_AnumBP)

Изменение ретаргетинга для анимации

Здесь в AnimGraph-е, в позе для ретаргетинга (Retarget Pose and Mesh), изменим ресурс на тот, что был создан только что (RTG_Manny…). Скомпилируем и закроем.

Изменение ресурса

Теперь перейдем в BP_Trey. Видим, что персонаж повторяет движение манекена. Чтобы убрать видимость манекена, нажмем на сетку персонажа, в деталях по поиску найдем видимость и уберем ее. В Visibility Based Anim Tick Option выберем Always Tuck Pose and Refresh Bones, для обеспечения синхронизации.

Убираем видимость сетки персонажа

Вы могли заметить, персонаж не так детализирован, как должен, например, отсутствует борода. Настроим LOD через обнуление Forced LOD для появления деталей.

Настройка LOD

В режиме игры BP_ThirdPersonGameMode изменим родительский класс по умолчанию на блупринт персонажа Trey.

Смена родительского класса

Последняя настройка. Из режима персонажа от 3 лица скопируем весь график событий кроме Event BeginPlay и вставим в график событий BP_Trey. Соединить добавленный в граф событий персонажа Event BeginPlay и Hair LODSetup со вставленным графиком.

Граф событий

Скомпилируем и сохраним. Готово! Мы настроили синхронизацию манекена с MetaHuman.

Управление частями тела персонажа

У манекенов есть большое количество встроенных готовых функций движения, таких как бег, прыжок. Но у них нет возможности поэлементного изменения локаций частей тела персонажа. Для этого мы прибегли к использованию дополнительных функций.

Мы нашли несколько способов управления костями, однако каждый из них имеет свои существенные недостатки, из-за чего мы, к сожалению, приостановили работу.

Способ 1. TwoBoneIK

Первый способ заключается в использовании метода TwoBoneIK.

Во-первых, он удобен в использовании. С помощью построения небольшого графа, добавления пары узлов программа корректно сработала.

Во_вторых, он предоставляет возможность покоординатно менять положение костей и суставов. Эта задача была важна для нас, поскольку данные о позе человека на изображении приходят в виде массива точек (словарь {кость : [x, y, probability]}).

С помощью TwoBoneIK нам удалось задавать координаты суставов, костей тела и сразу же визуально замечать изменения в позе.

Таким образом, данный метод очень удобен в простоте, в возможности работать с каждой костью отдельно.

Выполнение

Нажатием на персонажа на игровом поле, откроем его блупринт BP_Trey. Зайдем в его сетку в компонентах слева. В деталях сетки увидим класс анимации. Перейдем к его местоположению. Двойным нажатием на подсвеченный элемент в Content Browser откроем ABP.

Открытие ABP

Теперь построим нехитрую схему с нашей функцией, как показано на изображении. Чтобы найти node с Output Pose - нажмем пару раз на стрелку “назад”. После создания схемы, скомпилируем этап.

Поиск node с Output Pose

Теперь нам надо указать, какую кость мы двигаем. Чтобы посмотреть иерархию костей, надо перейти в соответствующий mesh, найдя его в Content Drawer.

Иерархия костей

Нажатием на node функции в деталях установим название кости IKBone, EffectorLocationSpace, EffectorSpaceBoneName, Joint Target Location Space, Joint Target Location Space Bone Name.

Установка названий костей

Скомпилируем, зададим положение координат, которое мы хотим.

Задание положения координат

Теперь и наш персонаж принял то же положение, что и ABP.

Персонаж

Способ 2. PoseableMesh

В данном случае удалось удалось делать API-запросы, однако метод не привел к изменению позы манекена на поле.

Приведем пример с запросами API.
Мы перешли к тестированию апи запросов на обычном BP с родительским классом Actor.

Создадим новый блупринт класс, установим ему родительский класс Actor, переименуем.

BluePrint класс

Откроем созданный объект и добавим в его компоненты сетку.

Добавление сетки в компоненты объекта

Перейдем в детали сетки и установим skeletal mesh.

Установка skeletal mesh

Теперь в графе событий составим схему установки локации кости:

Схема установки локации кости

Проблемы состоит в том, что мы не наблюдаем физические изменения вв позе человека таким образом. Мы руководствовались туториалом, но в нашей реализации результат оказался не таким же.

Отсутствие изменений

VitPose и OpenCV

После ознакомления с Unreal Engine мы поняли, что хоть и MetaHuman – отличный вариант для повторения мимики человека, он не работает с движениями тела. Тогда наша команда начала копаться в нейронках и искать подходящие для нас варианты:

Tensorflow - библиотека для машинного обучения, позволяющая автоматически находить и классифицировать образы, достигая качества человеческого восприятия;
Pose AI – плагин для Unreal Engine, захватывающий движение всего тела;
Posenet – модель, предназначенная для обнаружения ключевых точек тела на фигурах людей;
DollarsMono – плагин для получения информации о движении в режиме реального времени и отправки информации о костях в Unity или Unreal Engine для управления моделями скелетов. Минусы – платно;
GoogleAI – модуль для анимации кистей рук. Минусы – получение точек только на кистях рук;
YOLOv8 - новейшее семейство моделей обнаружения объектов, сегментации экземпляров и классификации изображений на базе YOLO от Ultralytics, обеспечивающих самые современные характеристики.

Перебрав и изучив эти варианты, мы наткнулись на easyViTPose – плагин для простой и быстрой 2d-оценки людей и животных в разных позах с использованием SOTA ViTPose в режиме реального времени и с поддержкой нескольких скелетов.

Данный модуль считывает аж 133 точки на теле человека, что и послужило решающим фактором при выборе нейронки для нашего проекта.
Сначала мы скачали easyViTPose с гитхаба:

  
   # Блок загрузки необходимых библиотек и модулей
   !git clone https://github.com/JunkyByte/easy_ViTPose.git
   !cd easy_ViTPose/ && pip install -r requirements.txt && pip install -e .
   !pip install huggingface_hub
   python -m easy_ViTPose/easy_ViTPose/vit_utils/visualization.py

Далее мы определили основные константы, такие как путь к файлам, размер модели, датасет и т.д.:

  
   # Определение необходимых констант
   MODEL_SIZE = 'b'  #@param ['s', 'b', 'l', 'h']
   YOLO_SIZE = 's'  #@param ['s', 'n']
   DATASET = 'wholebody'  #@param ['coco_25', 'coco', 'wholebody', 'mpii', 'aic', 'ap10k', 'apt36k']
   ext = '.pth'
   ext_yolo = '.pt'
   # Определение необходимых путей
   import os
   from huggingface_hub import hf_hub_download
   MODEL_TYPE = "torch"
   YOLO_TYPE = "torch"
   REPO_ID = 'JunkyByte/easy_ViTPose'
   FILENAME = os.path.join(MODEL_TYPE, f'{DATASET}/vitpose-' + MODEL_SIZE + f'-{DATASET}') + ext
   FILENAME_YOLO = 'yolov8/yolov8' + YOLO_SIZE + ext_yolo
 
   print(f'Downloading model {REPO_ID}/{FILENAME}')
   model_path = hf_hub_download(repo_id=REPO_ID, filename=FILENAME)
   yolo_path = hf_hub_download(repo_id=REPO_ID, filename=FILENAME_YOLO)

Затем мы импортировали предобученную модель

  
   # Загрузка модели
   from easy_ViTPose import VitInference
   model = VitInference(model_path, yolo_path, MODEL_SIZE,
                     dataset=DATASET, yolo_size=320, is_video=False)

Далее мы запустили нейронку на одной картинке для демонстрации работоспособности и получили массив опорных точек

  
# Запуск модели на примере картинки
import numpy as np
from io import BytesIO
from PIL import Image
from urllib.request import urlopen
url = 'https://i.ibb.co/gVQpNqF/imggolf.jpg'
img = np.array(Image.open(BytesIO(urlopen(url).read())), dtype=np.uint8)
 
frame_keypoints = model.inference(img)
img = model.draw(show_yolo=True)
 
from google.colab.patches import cv2_imshow
cv2_imshow(img[..., ::-1])

После этого мы преобразовали массив точек в словарь

  
# Преобразование массива точек в словарь
keypoints = ['nose', 'left_eye','right_eye','left_ear','right_ear','left_shoulder','right_shoulder','left_elbow','right_elbow','left_wrist','right_wrist','left_hip','right_hip','left_knee','right_knee','left_ankle','right_ankle','left_big_toe','left_small_toe','left_heel','right_big_toe','right_small_toe','right_heel','face-0','face-1','face-2','face-3','face-4','face-5','face-6','face-7','face-8','face-9','face-10','face-11','face-12','face-13','face-14','face-15','face-16','face-17','face-18','face-19','face-20','face-21','face-22','face-23','face-24','face-25','face-26','face-27','face-28','face-29','face-30','face-31','face-32','face-33','face-34','face-35','face-36','face-37','face-38','face-39','face-40','face-41','face-42','face-43','face-44','face-45','face-46','face-47','face-48','face-49','face-50','face-51','face-52','face-53','face-54','face-55','face-56','face-57','face-58','face-59','face-60','face-61','face-62','face-63','face-64','face-65','face-66','face-67','left_hand_root','left_thumb1','left_thumb2','left_thumb3','left_thumb4','left_forefinger1','left_forefinger2','left_forefinger3','left_forefinger4','left_middle_finger1','left_middle_finger2','left_middle_finger3','left_middle_finger4','left_ring_finger1','left_ring_finger2','left_ring_finger3','left_ring_finger4','left_pinky_finger1','left_pinky_finger2','left_pinky_finger3','left_pinky_finger4','right_hand_root','right_thumb1','right_thumb2','right_thumb3','right_thumb4','right_forefinger1','right_forefinger2','right_forefinger3','right_forefinger4','right_middle_finger1','right_middle_finger2','right_middle_finger3','right_middle_finger4','right_ring_finger1', 'right_ring_finger2', 'right_ring_finger3', 'right_ring_finger4', 'right_pinky_finger1', 'right_pinky_finger2', 'right_pinky_finger3','right_pinky_finger4']
output = dict(zip(keypoints, frame_keypoints[0]))

В конце мы сделали запрос по API к объекту и функции TwoBoneIK в Unreal Engine

  
# API - запрос к объекту и функции TwoBoneIK в Unreal Engine
import os
import time
import requests
 
url = "http://localhost:30000/remote/object/call"
sess = requests.Session()
 
def change_bone(object_path, ikbone, effector_target, joint_target, x, y):
  sess.put(url, json = {
  	"objectPath" : object_path,
  	"functionName": "TwoBoneIK",
  	"parameters" : {
      	"IKBone" : ikbone,
      	"Effector Location Space" : "Bone Space",
      	"Effector Target": effector_target,
      	"Joint Target Location Space" : "Parent Bone Space",
      	"Joint Target": joint_target,
          "Effector Location": {"X": x, "Y": y, "Z":0}
  	}
  })
 
 
change_bone(object_path="D:/Unreal Projects/Avatar/Content/__ExternalActors__/ThirdPerson/Maps/ThirdPersonMap/9/1J/2GPO9HV94ZVG7HY4NP6IZ1.uasset",
            ikbone="hand_l", effector_target="hand_l", joint_target="upperarm_l", x=100, y=20)

Также мы продемонстрировали работу нейронной сети на видео

  
# Загружаем видео файл
video_capture = cv2.VideoCapture('video_file1.mp4')
writer = cv2.VideoWriter(
  	'output2.mp4',
      cv2.VideoWriter_fourcc(*'mp4v'),   # codec
  	25.0,  # fps
  	(int(video_capture.get(3)),int(video_capture.get(4))),  # width, height
  	isColor=len(frame.shape) > 2)
 
while True:
 
	ret, frame_rgb = video_capture.read()
 
	if not ret:
    	break
 
	# Преобразуем кадр в RGB формат
	#frame_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
 
	# Детектируем людей и опорные точки скелета на кадре
	frame_keypoints = model.inference(frame_rgb)
	frame_rgb = model.draw(show_yolo=True)
 
	# Отображаем кадр с прямоугольниками и опорными точками
	#cv2_imshow(frame_rgb)
 
    writer.write(frame_rgb)
 
	if cv2.waitKey(1) & 0xFF == ord('q'):
    	break
writer.release()

Связь API и Unreal Engine

Отлично, кости движимы, мы знаем, как получить координаты точек тела, теперь приступим к этапу передачи координат в Unreal через API.

Настройка API. Версия с TwoBoneIK.

API запрос осуществляется через программу Insomnia.
Перед его созданием необходимо включить плагин API в UE5, перезагрузить проект.

Включение плагина API

Затем во встроенной консоли cmd слева внизу прописать WebControl.StartServer.
Далее пропишем запрос json формата.
Путь к объекту получаем нажатием правой кнопкой мыши по персонажу

Копирование пути к объекту

Прописываем название функции и параметры. Отправляем запрос.

Итак, мы подошли к проблеме, с которой мы столкнулись при работе с TwoBoneIK. Мы не смогли подобраться к ней через путь к объекту в запросе API.

Предположения, почему не сработали запросы:

Неправильное название вызываемой функции.

TwoBoneIK - название функции в UE. Прописав только ее, мы получаем ошибку.

Ошибка отсутствия функции TwoBoneIK

В документации Unreal Engine мы нашли название AnimNode_TwoBoneIK при обращении в JSON.
Однако тоже получили ошибку.

Ошибка отсутствия функции AnimNode_TwoBoneIK

Неправильный путь к объекту

С помощью команды ниже мы выводим информацию об объектах.

Вывод информации об объектах

Таким образом была найдена необходимая функция.

Необходимая функция

Посмотрим информацию по ней

Информация о функции

На этом шаге возникли трудности с обращением к параметрам.

Обращение к Node, MaxStretchScale, к параметрам

Обращение к функции через functionName:

Обращение через functionName

Настройка API. Версия с PoseableMesh

Мы убедились в работоспособности запросов, через изменение и получение локаций костей. Числа, действительно, изменялись. Однако мы не смогли выяснить, куда же именно в UE они отправлялись, почему наш персонаж не двигался.

Запрос на получение локации:

Запрос на получение локации

Установка локации:

Установка локации

Получение локации после ее установки. Видим, что координаты изменились.

Получение локации после ее установки

Значения на выходе запроса GetLocation меняются, то есть обращение по API происходит успешно. Но мы не смогли выявить, где же именно в UE эти изменения происходят.

Предположения, почему не сработали запросы:

Конфликт Mesh и PoseableMesh Возможно происходил конфликт сеток персонажа и сетки PoseableMesh. Мы перешли к тестированию апи запросов на обычном BP с родительским классом Actor.

Дерево скелета

Неправильное соединение с персонажем. Возможно, в графе событий пропущен узел или в некотором месте пропущена связь объектов.

Заключение

Итак, мы выяснили, что для реализации синхронизации информации о позе человека на видеозаписи с движком Unreal Engine (чтобы создать соответствующей анимации детализированного персонажа) необходимо применить:

Метод машинного обучения на основе компьютерного зрения и алгоритмов динамического отслеживания движений;
Плагины и функции Unreal Engine
API-запросы в формате JSON для автоматической передачи обработанных данных в движок Unreal Engine

В ходе проведения эксперимента мы столкнулись с ошибками работы с API при передаче координат точке тела персонажа, что вызвало приостановление работы.

Мы выяснили, что задача, скорее всего, является выполнимой, однако ввиду малого опыта работы с используемыми программами нам не удалось ее решить. Надеемся, что кому-то все же удастся справиться с этой задачей. Удачи!

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13 мая 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/
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.
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At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

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22.11.24 04:41 [email protected]

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

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 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

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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

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.