├── src ├── PrivateBD.sm ├── BD.sm ├── BDEdit.py ├── face_rec.py └── tg_bot.py ├── .gitignore ├── report ├── report.pdf ├── src │ ├── problem.tex │ ├── rationalization.tex │ ├── tabel.tex │ └── tech_report.tex └── report.tex ├── README.md └── LICENSE /src/PrivateBD.sm: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /src/BD.sm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AlexN1ght/practice2020/HEAD/src/BD.sm -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | tmp/test.jpg 2 | tmp.jpg 3 | __pycache__/* 4 | src/__pycache__/* 5 | .DS_Store 6 | -------------------------------------------------------------------------------- /report/report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AlexN1ght/practice2020/HEAD/report/report.pdf -------------------------------------------------------------------------------- /report/src/problem.tex: -------------------------------------------------------------------------------- 1 | \begin{center} 2 | \bfseries{\large ЗАДАНИЕ} 3 | \end{center} 4 | 5 | кафедры 806 по исследовательской практике: создать телеграмм бота, который может распозанавать лица на фотографии и определять кто там изображен. 6 | 7 | \vspace*{\fill} 8 | Руководитель практики от института: 9 | 10 | \vspace{5pt} 11 | \enquote{\hspace{0.5cm}} \tline{(дата)}{1.5in} \the\year\,г.\hfillКухтичев А.\,A. \tline{(подпись)}{1in} 12 | \pagebreak 13 | -------------------------------------------------------------------------------- /report/src/rationalization.tex: -------------------------------------------------------------------------------- 1 | \begin{center} 2 | \bfseries{\large МАТЕРИАЛЫ ПО РАЦИОНАЛИЗАТОРСКИМ ПРЕДЛОЖЕНИЯМ} 3 | \end{center} 4 | Телеграм бот работает корректно с несколькими пользователями одновременно. Базы данных хранят лишь кодировку лиц, а не сами лица, что более безопасно. Однако в реальных условиях фотографии имеют разные качества, освещения и тд., что может приводить к ошибкам в распознавании лиц. Качество рапознавания можно увеличить, используя более мощные средства распознавания. Наш способ по улучшению распознавателя заключается в следующем: добавлям в бд под тем же именем каждое лицо, которое было распознано и нашлось совпадение. Недостаток очевиден: при неправильном определнии лица дальнейший шанс на правильное распознание уменьшается. Хотя и есть возможность редактировать базы данных, это можно делать исключительно вручную. Если автоматизировать этот процесс, то точность возрастет многократно. 5 | \pagebreak 6 | -------------------------------------------------------------------------------- /src/BDEdit.py: -------------------------------------------------------------------------------- 1 | import pickle 2 | 3 | BD = [] 4 | 5 | with open("BD.sm", "rb") as FacesBD: 6 | while True: 7 | try: 8 | face_to_bd = pickle.load(FacesBD) 9 | name_to_bd = pickle.load(FacesBD) 10 | except EOFError: 11 | break 12 | BD.append((face_to_bd, name_to_bd)) 13 | 14 | 15 | def list_bd(): 16 | num = 0 17 | for _face_encod, name_to_print in BD: 18 | print(num, name_to_print) 19 | num += 1 20 | 21 | list_bd() 22 | 23 | while True: 24 | print("Enter del to delete or q to quit") 25 | command = input() 26 | if command == "del": 27 | print("Enter start number to delete") 28 | num_to_del_start = int(input()) 29 | print("Enter end number to delete") 30 | num_to_del_end = int(input()) 31 | for i in range(num_to_del_end - num_to_del_start + 1): 32 | BD.pop(num_to_del_start) 33 | with open ("BD.sm", "wb") as FacesBD: 34 | for face_encoding, name in BD: 35 | pickle.dump(face_encoding, FacesBD) 36 | pickle.dump(name, FacesBD) 37 | print("Done\n") 38 | list_bd() 39 | if command == "q": 40 | break -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Бот Telegramm для распознования и отметки группы людей по фотографии 2 | Практическая работа студентов Хренова Г.Н. и Цапкова А.М. НИУ МАИ 2020 3 | 4 | ## Описание 5 | Данный телеграм бот предназначен для распознования лиц добавленных в базу данных. Каждый человек может добавить себя или знакомого и распознать всех людей на фотографии, которые были добавлены в базу. Также бот отмечает всех узнанных людей на фото. Есть возможность добавлять как в приватную базу данных(видно только пользователю который добавил человека), так и в публичную (видно всем пользователям) 6 | 7 | 8 | ## Установка 9 | 1. Скачайте рапозиторий 10 | 2. Зайдите в папку src в корне проекта и откройте файл tg_bot.py 11 | 3. Измените значение токена на токен созданого вами бота в BotFather в телеграме. 12 | 4. Запустите файл tg_bot.py 13 | ``` 14 | python3 tg_bot.py 15 | ``` 16 | 5. При нехватрки каких-либо библиотек просто установите их с помощью pip3 17 | 18 | ## Использование 19 | 20 | Для распознования лиц можно просто прислать вашему боту фотографию 21 | 22 | **Список команд:** 23 | 1. start - Shows start message and instruction 24 | 2. help - instruction 25 | 3. add - to add a new fase to your private library 26 | 4. add_to_public - to add a new face to public library 27 | 5. del - to del person from your private library 28 | 6. analize - to analize a photo 29 | 30 | **Редактирование БД** 31 | 32 | Есть возможность отредактировать публичную базу данных с помощью скрипта BDEdit.py. Инструкции написаны в текстовом интерфейсе. 33 | 34 | -------------------------------------------------------------------------------- /report/src/tabel.tex: -------------------------------------------------------------------------------- 1 | \begin{center} 2 | \bfseries{\large ТАБЕЛЬ ПРОХОЖДЕНИЯ ПРАКТИКИ} 3 | \end{center} 4 | 5 | \begin{longtable}{|C{2cm}|C{6cm}|C{1.7cm}|C{1.5cm}|C{1.5cm}|C{2.8cm}|} 6 | \hline 7 | {\bfseries Дата} & {\bfseries Содержание или наименование проделанной работы} & {\bfseries Место работы} & \multicolumn{2}{c|}{{\bfseries Время работы}} & {\bfseries Подпись цехового руководителя}\\ 8 | \cline {4-5} & & & Начало & Конец & \\ 9 | \endfirsthead 10 | \hline 11 | {\bfseries Дата} & {\bfseries Содержание или наименование проделанной работы} & {\bfseries Место работы} & \multicolumn{2}{c|}{{\bfseries Время работы}} & {\bfseries Подпись цехового руководителя}\\ 12 | \cline {4-5} & & & Начало & Конец & \\ 13 | \hline 14 | \endhead 15 | \multicolumn{6}{c}{\textit{Продолжение на следующей странице}} 16 | \endfoot 17 | \endlastfoot 18 | \hline 19 | 29.06.2020 & Получение задания & МАИ & 9:00 & 18:00 & \\ 20 | \hline 21 | 01.07.2020 & Составление плана работы, распределение работы & МАИ & 9:00 & 18:00 & \\ 22 | \hline 23 | 02.07.2020 & Изучение материалов по распознаванию лиц в Python & МАИ & 9:00 & 18:00 & \\ 24 | \hline 25 | 03.07.2020 & Изучение материалов по написанию telegram бота & МАИ & 9:00 & 18:00 & \\ 26 | \hline 27 | 04.07.2020 & Написание тг-бота, функций по сравнению и распознаванию лиц & МАИ & 9:00 & 18:00 & \\ 28 | \hline 29 | 05.07.2020 & Отладка, первое тестирование программы & МАИ & 9:00 & 18:00 & \\ 30 | \hline 31 | 06.07.2020 & Добавление приватных баз данных & МАИ & 9:00 & 18:00 & \\ 32 | \hline 33 | 07.07.2020 & Улучшение бота, добавление отказоустойчивости & МАИ & 9:00 & 18:00 & \\ 34 | \hline 35 | 09.07.2020 & Добавление возможности редактировать базы данных & МАИ & 9:00 & 18:00 & \\ 36 | \hline 37 | 10.07.2020 & Добавление обводки найденого лица на фотографии & МАИ & 9:00 & 18:00 & \\ 38 | \hline 39 | 11.07.2020 & Тестирование & МАИ & 9:00 & 18:00 & \\ 40 | \hline 41 | 12.07.2020 & Сдача журнала & МАИ & 9:00 & 18:00 & \\ 42 | \hline 43 | \end{longtable} 44 | 45 | \pagebreak 46 | -------------------------------------------------------------------------------- /report/src/tech_report.tex: -------------------------------------------------------------------------------- 1 | \begin{center} 2 | \bfseries{\large ТЕХНИЧЕСКИЙ ОТЧЁТ ПО ПРАКТИКЕ} 3 | \end{center} 4 | 5 | \section*{Архитектура} 6 | face\_rec.py - В файле представленны функции по распознаванию лиц и для работы с базами данных. В базе данных хранятся пары: кодировка лица/имя. Используются вспомогательные функции из модулей cv2 и face\_recognition, такие как кодирование лица по характерным чертам(face\_encodings), нахождение расположения лиц(face\_locations), сравнение(compare\_faces) лиц.\\ 7 | tg\_bot.py - реализация телеграмм бота. Бот телеграмм по сути своей является лишь интерфейсом для работы с нашим сервисом. Сам бот находится на серверах телеграмма и только принимает запросы от пользователя и передает их ему. Но обрабатывать все эти запросы уже должен наш сервер, где и будет находиться вся логика бота. \\ 8 | BD.sm и PrivateBD.sm - публичная и приватные базы данных, записаны в бинарный файл. 9 | 10 | \section*{Описание} 11 | Это телеграм бот, предназначенный для распознования лиц, добавленных в базу данных. Каждый человек может добавить себя или знакомого и распознать всех людей на фотографии, которые были добавлены в базу. После поиска можно получить фотографию со всеми найденными лицами, а также список имен людей, найденных на фотографии. 12 | 13 | \section*{Реализация} 14 | 15 | Регистрация бота и получение токена происходит через другого телеграмм бота @BotFather. Чтобы отправить сообщение на сервер нужно сделать запрос, который оправляется по протоколу HTTP на сервера телеграмм с уникальным идентификатором нашего бота, который конфиденциален, так как с помощью его можно управлять нашим ботом. Ответ придёт в виде JSON-объекта, в котором всегда будет булево поле ok и опциональное строковое поле description, содержащее человекочитаемое описание результата.\\ 16 | Все запросы выполняются с помощью функций, описанных в face\_rec.py. При загрузке нового лица в базу данных мы используем метод load\_image\_file, который позволяет подгрузить изображение и делает его удобным для дальнейшей работы. Для храния лица в базе данных, а также сравнения лиц, мы используем метод face\_encodings, который кодирует лицо по его характерным чертам, это представляет собой список из +-50 флотов. Так операция сравнения лиц переходит к сранению этих вещественных чисел. Для нахождения всех лиц на фото используем метод face\_locations, основанный на cnn(Convolutional Neural Network), который определяет локации лиц на фото, далее можно передать этот параметр в face\_encodings и закодировать все лица на фото, что позволяет сравнивать их с лицами из базы данных. И в завершинии с помощью методов cv2 мы обводим лица прямоугольниками, используя их локации. 17 | 18 | \section*{Тестирование} 19 | 20 | Для тестирования в базу данных добавлялись презеденты стран, затем для распознования загружались фотографии с разных саммитов и тд. Также протестированы все основные функции при работе с нашими личными фотографиями. 21 | 22 | \section*{Ссылка на GitHub} https://github.com/AlexN1ght/practice2020 23 | \pagebreak 24 | -------------------------------------------------------------------------------- /src/face_rec.py: -------------------------------------------------------------------------------- 1 | '''This is back-end file that's deals with BDs and picure analizing''' 2 | 3 | import pickle 4 | import cv2 5 | import face_recognition 6 | 7 | 8 | BD = [] #тут из файла BD.sm 9 | PRIVATE_BDS = {} #словарь приватных бд 10 | 11 | def bd_init(): 12 | '''Initialize BDs at the start of the bot''' 13 | 14 | with open("PrivateBD.sm", "rb") as faces_bd: 15 | try: 16 | global PRIVATE_BDS 17 | PRIVATE_BDS = pickle.load(faces_bd) 18 | except EOFError: 19 | pass 20 | 21 | with open("BD.sm", "rb") as faces_bd: 22 | while True: 23 | try: 24 | face = pickle.load(faces_bd) 25 | name = pickle.load(faces_bd) 26 | except EOFError: 27 | break 28 | BD.append((face, name)) 29 | 30 | def private_bd_add(person_id, image, name): 31 | '''Function to add a person to private lib of a user''' 32 | 33 | input_photo = face_recognition.load_image_file(image) 34 | if len(face_recognition.face_encodings(input_photo)) == 0: 35 | return False 36 | face_encoding = face_recognition.face_encodings(input_photo)[0] 37 | if not PRIVATE_BDS.get(person_id, False): 38 | PRIVATE_BDS[person_id] = [] 39 | PRIVATE_BDS[person_id].append((face_encoding, name)) 40 | with open("PrivateBD.sm", "wb") as faces_bd: 41 | pickle.dump(PRIVATE_BDS, faces_bd) 42 | return True 43 | 44 | def del_names_from_list(person_id, name): 45 | '''Support function for private_bd_del''' 46 | 47 | res = False 48 | out = [] 49 | for pair in PRIVATE_BDS[person_id]: 50 | if name == pair[1]: 51 | res = True 52 | else: 53 | out.append(pair) 54 | PRIVATE_BDS[person_id] = out 55 | return res 56 | 57 | 58 | def private_bd_del(person_id, name): 59 | '''Function to del a person from private lib of a user''' 60 | 61 | if not PRIVATE_BDS.get(person_id, False): 62 | return False 63 | if not del_names_from_list(person_id, name): 64 | return False 65 | 66 | #переписываем бд 67 | with open("PrivateBD.sm", "wb") as faces_bd: 68 | pickle.dump(PRIVATE_BDS, faces_bd) 69 | 70 | return True 71 | 72 | 73 | def public_bd_add(image, name): 74 | '''Function to add a person to public lib''' 75 | 76 | input_photo = face_recognition.load_image_file(image) 77 | if len(face_recognition.face_encodings(input_photo)) == 0: 78 | return False 79 | face_encoding = face_recognition.face_encodings(input_photo)[0] 80 | BD.append((face_encoding, name)) 81 | 82 | #Сохраняем каждый раз в файл BD.sm обновки BD 83 | with open("BD.sm", "ab") as faces_bd: 84 | pickle.dump(face_encoding, faces_bd) 85 | pickle.dump(name, faces_bd) 86 | 87 | return True 88 | 89 | def x(input_number): 90 | '''support instred of a lambda''' 91 | return input_number * 10 92 | 93 | def draw_name(frame, face_location, name): 94 | '''Adds a name tag to the picture''' 95 | top, right, bottom, left = map(x, face_location) 96 | print(top, right, bottom, left) 97 | cv2.rectangle(frame, (left, top), (right, bottom), (0, 0, 255), 15) 98 | cv2.rectangle(frame, (left, bottom + int((right - left) / 10)), (right, bottom), (0, 0, 255), cv2.FILLED) 99 | font = cv2.FONT_HERSHEY_DUPLEX 100 | cv2.putText(frame, name, (left + 4, bottom + int((right - left) / 10) - 3), font, max(3, int((right - left) / 210)), (255, 255, 255), 5) 101 | 102 | 103 | def find_faces(inputImage, person_id): 104 | '''Finds faces at the picture and searchs lib for known persons''' 105 | 106 | frame = cv2.imread(inputImage) 107 | frame = cv2.resize(frame, (0,0), fx=10, fy=10) 108 | 109 | #общая плюс приватная 110 | 111 | input_photo = face_recognition.load_image_file(inputImage) 112 | face_locations = face_recognition.face_locations(input_photo, model="cnn") 113 | face_encodings = face_recognition.face_encodings(input_photo, face_locations) 114 | face_names = [] 115 | 116 | for face_encode, face_location in zip(face_encodings, face_locations): 117 | #проход для общей 118 | for known_face, known_name in BD: 119 | match = face_recognition.compare_faces([known_face], face_encode, tolerance=0.5) 120 | if match[0]: 121 | face_names.append(known_name) 122 | BD.append((face_encode, known_name)) 123 | draw_name(frame, face_location, known_name) 124 | #Сохраняем каждый раз в файл BD.sm обновки BD 125 | with open ("BD.sm", "ab") as faces_bd: 126 | pickle.dump(face_encode, faces_bd) 127 | pickle.dump(known_name, faces_bd) 128 | break 129 | 130 | #проход для частной 131 | #если нет такого номера в словаре - закругляемся 132 | if PRIVATE_BDS.get(person_id, False): 133 | for known_face, known_name in PRIVATE_BDS[person_id]: 134 | match = face_recognition.compare_faces([known_face], face_encode, tolerance=0.5) 135 | if match[0]: 136 | if not known_name in face_names: 137 | face_names.append(known_name) 138 | draw_name(frame, face_location, known_name) 139 | PRIVATE_BDS[person_id].append((face_encode, known_name)) 140 | with open ("PrivateBD.sm", "wb") as faces_bd: 141 | pickle.dump(PRIVATE_BDS, faces_bd) 142 | break 143 | frame = cv2.resize(frame, (0,0), fx=0.3, fy=0.3) 144 | cv2.imwrite('out.png', frame) 145 | return face_names 146 | -------------------------------------------------------------------------------- /src/tg_bot.py: -------------------------------------------------------------------------------- 1 | '''Front-end TGbot file''' 2 | 3 | from enum import Enum 4 | import telebot 5 | import requests 6 | from face_rec import find_faces, public_bd_add, private_bd_add, private_bd_del, bd_init 7 | 8 | 9 | class Status(Enum): 10 | '''Enum for states''' 11 | FREE = 0 12 | ADD_PHOTO_PR = 1 13 | ADD_NAME_PR = 2 14 | ADD_PHOTO_PU = 3 15 | ADD_NAME_PU = 4 16 | DEL_PR = 5 17 | 18 | TOKEN = '1089518853:AAGfG2OCrrH_IhU5AX-OFzagjo7bjjeV14E' 19 | #not an actual token 20 | 21 | 22 | bot = telebot.TeleBot(TOKEN) 23 | user_stat = {} 24 | bd_init() 25 | 26 | def check_usr(message): 27 | if not user_stat.get(message.from_user.id): 28 | user_stat[message.from_user.id] = [Status.FREE, 0, 0] 29 | 30 | @bot.message_handler(commands=['start', 'help']) 31 | def send_welcome(message): 32 | check_usr(message) 33 | user_stat[message.from_user.id] = [Status.FREE, 0, 0] 34 | bot.reply_to(message, "Welcome to open fasedetection bot. You can add new faces in your own private library by entering /add command, or add face to public lib (/add_to_public). Detect faces by just sending photo with some faces. You can also type /annalize to do so") 35 | 36 | @bot.message_handler(commands=['analize']) 37 | def handle_analize(message): 38 | check_usr(message) 39 | user_stat[message.from_user.id] = [Status.FREE, 0, 0] 40 | bot.reply_to(message, "Send photo to analize or add new") 41 | 42 | @bot.message_handler(commands=['add_to_public']) 43 | def handle_add_public(message): 44 | check_usr(message) 45 | bot.send_message(message.chat.id, "Send us a photo of the person you wanna add.\nWarning. You won't be able to delete this person from public libruary") 46 | user_stat[message.from_user.id][0] = Status.ADD_PHOTO_PU 47 | 48 | @bot.message_handler(commands=['add']) 49 | def handle_add(message): 50 | check_usr(message) 51 | bot.send_message(message.chat.id, "Send us a photo of the person you wanna add") 52 | user_stat[message.from_user.id][0] = Status.ADD_PHOTO_PR 53 | 54 | @bot.message_handler(commands=['del']) 55 | def handle_del(message): 56 | check_usr(message) 57 | bot.send_message(message.chat.id, "Enter the preson's name you want to delete from your libruary") 58 | user_stat[message.from_user.id][0] = Status.DEL_PR 59 | 60 | @bot.message_handler(content_types=['photo']) 61 | def handle_photo(message): 62 | check_usr(message) 63 | if user_stat[message.from_user.id][0] == Status.ADD_PHOTO_PR: 64 | photo_path = bot.get_file(message.photo[len(message.photo) - 1].file_id).file_path 65 | request = requests.get('https://api.telegram.org/file/bot{}/{}'.format(TOKEN, photo_path)) 66 | user_stat[message.from_user.id][1] = request.content 67 | bot.reply_to(message, "Enter this person's name") 68 | user_stat[message.from_user.id][0] = Status.ADD_NAME_PR 69 | elif user_stat[message.from_user.id][0] == Status.ADD_PHOTO_PU: 70 | photo_path = bot.get_file(message.photo[len(message.photo) - 1].file_id).file_path 71 | request = requests.get('https://api.telegram.org/file/bot{}/{}'.format(TOKEN, photo_path)) 72 | user_stat[message.from_user.id][1] = request.content 73 | bot.reply_to(message, "Enter this person's name") 74 | user_stat[message.from_user.id][0] = Status.ADD_NAME_PU 75 | elif user_stat[message.from_user.id][0] == Status.FREE: 76 | 77 | photo_path = bot.get_file(message.photo[len(message.photo) - 1].file_id).file_path 78 | request = requests.get('https://api.telegram.org/file/bot{}/{}'.format(TOKEN, photo_path)) 79 | adding_photo = open("tmp.jpg", "wb") 80 | adding_photo.write(request.content) 81 | 82 | bot.send_message(message.chat.id, "Processing") 83 | name_list = find_faces("tmp.jpg", message.from_user.id) 84 | out_str = "" 85 | for name in name_list: 86 | out_str = out_str + name + '\n' 87 | if out_str == "": 88 | out_str = "Could not find known faces" 89 | else : 90 | out_str = "Found persons:\n" + out_str 91 | img = open('out.png', 'rb') 92 | bot.send_photo(message.chat.id, img) 93 | bot.reply_to(message, out_str) 94 | else: 95 | bot.reply_to(message, "You'r doing something wrong") 96 | 97 | 98 | @bot.message_handler(content_types=['text']) 99 | def handle_text(message): 100 | check_usr(message) 101 | if user_stat[message.from_user.id][0] == Status.ADD_NAME_PU: 102 | user_stat[message.from_user.id][2] = message.text 103 | print(user_stat[message.from_user.id][2]) 104 | 105 | adding_photo = open("tmp.jpg", "wb") 106 | adding_photo.write(user_stat[message.from_user.id][1]) 107 | 108 | if public_bd_add("tmp.jpg", user_stat[message.from_user.id][2]): 109 | bot.reply_to(message, "Person successfully added") 110 | else: 111 | bot.reply_to(message, "Something went wrong. No faces found") 112 | user_stat[message.from_user.id][0] = Status.FREE 113 | elif user_stat[message.from_user.id][0] == Status.ADD_NAME_PR: 114 | user_stat[message.from_user.id][2] = message.text 115 | print(user_stat[message.from_user.id][2]) 116 | 117 | adding_photo = open("tmp.jpg", "wb") 118 | adding_photo.write(user_stat[message.from_user.id][1]) 119 | 120 | if private_bd_add(message.from_user.id, "tmp.jpg", user_stat[message.from_user.id][2]): 121 | bot.reply_to(message, "Person successfully added") 122 | else: 123 | bot.reply_to(message, "Something went wrong. No faces found") 124 | user_stat[message.from_user.id][0] = Status.FREE 125 | elif user_stat[message.from_user.id][0] == Status.DEL_PR: 126 | if private_bd_del(message.from_user.id, message.text): 127 | bot.reply_to(message, "Person successfully deleted from your libruary") 128 | else: 129 | bot.reply_to(message, "Something went wrong. Person not found") 130 | user_stat[message.from_user.id][0] = Status.FREE 131 | else: 132 | bot.reply_to(message, "You'r doing something wrong") 133 | 134 | bot.polling() 135 | -------------------------------------------------------------------------------- /report/report.tex: -------------------------------------------------------------------------------- 1 | \documentclass[dvipsnames,pdf, unicode, 12pt, a4paper, oneside, fleqn]{article} 2 | \usepackage[utf8]{inputenc} 3 | \usepackage[T2B]{fontenc} 4 | \usepackage[english,russian]{babel} 5 | 6 | \usepackage{listings} 7 | \usepackage{longtable} 8 | \oddsidemargin=-0.4mm 9 | \textwidth=160mm 10 | \topmargin=4.6mm 11 | \textheight=210mm 12 | \usepackage{geometry} 13 | %% Страницы диссертациия должны иметь следующие поля: 14 | %% левое --- 25 мм, правое --- 10 мм, верхнее --- 20 мм, нижнее --- 20 мм. 15 | %% Абзацный отступ должен быть одинаковым по всему тексту и равен пяти знакам. 16 | \geometry{ 17 | a4paper, 18 | total={170mm,257mm}, 19 | right=10mm, 20 | left=10mm, 21 | top=20mm, 22 | bottom=20mm, 23 | } 24 | \pagenumbering{gobble} 25 | 26 | \usepackage{multicol} 27 | \usepackage[]{amsmath} 28 | \usepackage{multirow} 29 | 30 | % THIS IS MY NEWLY DEFINED COMMAND 31 | \newcommand\tline[2]{$\underset{\text{#1}}{\text{\underline{\hspace{#2}}}}$} 32 | 33 | \usepackage{csquotes} 34 | \DeclareQuoteStyle{russian} 35 | {\guillemotleft}{\guillemotright}[0.025em] 36 | {\quotedblbase}{\textquotedblleft} 37 | \ExecuteQuoteOptions{style=russian} 38 | 39 | \usepackage{longtable,array} 40 | 41 | \newcolumntype{C}[1]{>{\centering\arraybackslash}p{#1}} 42 | \setlength{\extrarowheight}{10pt} 43 | 44 | \begin{document} 45 | 46 | \begin{titlepage} 47 | \begin{center} 48 | \bfseries{\Large Министерство образования и науки\\Российской Федерации} 49 | 50 | \vspace{12pt} 51 | 52 | \bfseries{\Large Московский авиационный институт\\ (национальный исследовательский университет)} 53 | 54 | \vspace{48pt} 55 | 56 | 57 | %{\large Факультет информационных технологий и прикладной математики} 58 | 59 | \vspace{36pt} 60 | 61 | 62 | %{\large Кафедра вычислительной математики и~программирования} 63 | 64 | \vspace{48pt} 65 | 66 | {\huge ЖУРНАЛ} 67 | 68 | \vspace{12pt} 69 | 70 | {\large ПО ПРОИЗВОДСТВЕННОЙ ПРАКТИКЕ} 71 | 72 | 73 | \end{center} 74 | 75 | \vspace{72pt} 76 | 77 | \begin{flushleft} 78 | Наименование практики: {\itshape вычислительная}\\ 79 | Студенты: А.\,М. Цапков, Г.\,Н. Хренов \\ 80 | Факультет №8, курс 2, группа 7 \\ 81 | \end{flushleft} 82 | 83 | \vspace{12pt} 84 | 85 | \begin{flushleft} 86 | Практика с 29.06.20 по 12.07.20 87 | \end{flushleft} 88 | 89 | \vfill 90 | 91 | \begin{center} 92 | \bfseries Москва, \the\year 93 | \end{center} 94 | \end{titlepage} 95 | 96 | \pagebreak 97 | 98 | \begin{center} 99 | \bfseries{\large ИНСТРУКЦИЯ } 100 | 101 | \vspace{12pt} 102 | 103 | \bfseries{о заполнении журнала по производственной практике} 104 | \end{center} 105 | 106 | \begin{multicols}{2} 107 | {\small 108 | Журнал по производственной практике студентов имеет единую форму для всех видов практик. 109 | 110 | Задание в журнал вписывается руководителем практики от института в первые три-пять дней пребывания студентов на практике в соответствии с тематикой, утверждённой на кафедре до начала практики. Журнал по производственной практике является основным документом для текущего и итогового контроля выполнения заданий, требований инструкции и программы практики. 111 | 112 | Табель прохождения практики, задание, а также технический отчёт выполняются каждым студентом самостоятельно. 113 | 114 | Журнал заполняется студентом непрерывно в процессе прохождения всей практики и регулярно представляется для просмотра руководителям практики. Все их замечания подлежат немедленному выполнению. 115 | 116 | В разделе «Табель прохождения практики» ежедневно должно быть указано, на каких рабочих местах и в качестве кого работал студент. Эти записи проверяются и заверяются цеховыми руководителями практики, в том числе мастерами и бригадирами. График прохождения практики заполняется в соответствии с графиком распределения студентов по рабочим местам практики, утверждённым руководителем предприятия. 117 | В разделе «Рационализаторские предложения» должно быть приведено содержание поданных в цехе рационализаторских предложений со всеми необходимыми расчётами и эскизами. Рационализаторские предложения подаются индивидуально и коллективно. 118 | 119 | Выполнение студентом задания по общественно-политической практике заносятся в раздел «Общественно-политическая практика». Выполнение работы по оказанию практической помощи предприятию (участие в выполнении спецзаданий, работа сверхурочно и т.п.) заносятся в раздел журнала «Работа в помощь предприятию» с последующим письменным подтверждением записанной работы соответствующими цеховыми руководителями. 120 | Раздел «Технический отчёт по практике» должен быть заполнен особо тщательно. Записи необходимо делать чернилами в сжатой, но вместе с тем чёткой и ясной форме и технически грамотно. Студент обязан ежедневно подробно излагать содержание работы, выполняемой за каждый день. Содержание этого раздела должно отвечать тем конкретным требованиям, которые предъявляются к техническому отчёту заданием и программой практики. Технический отчёт должен показать умение студента критически оценивать работу данного производственного участка и отразить, в какой степени студент способен применить теоретические знания для решения конкретных производственных задач. 121 | 122 | Иллюстративный и другие материалы, использованные студентом в других разделах журнала, в техническом отчёте не должны повторяться, следует ограничиваться лишь ссылкой на него. Участие студентов в производственно-технической конференции, выступление с докладами, рационализаторские предложения и т.п. должны заноситься на свободные страницы журнала. 123 | 124 | {\bfseries Примечание.} Синьки, кальки и другие дополнения к журналу могут быть сделаны только с разрешения администрации предприятия и должны подшиваться в конце журнала. 125 | 126 | Руководители практики от института обязаны следить за тем, чтобы каждый цеховой руководитель практики перед уходом студентов из данного цеха в другой цех вписывал в журнал студента отзывы об их работе в цехе. 127 | 128 | Текущий контроль работы студентов осуществляется руководители практики от института и цеховыми руководителями практики заводов. Все замечания студентам руководители делают в письменном виде на страницах журнала, ставя при этом свою подпись и дату проверки. 129 | 130 | Результаты защиты технического отчёта заносятся в протокол и одновременно заносятся в ведомость и зачётную книжку студента. 131 | 132 | {\bfseries Примечание.} Нумерация чистых страниц журнала проставляется каждым студентом в своём журнале до начала практики. 133 | } 134 | \end{multicols} 135 | 136 | \begin{center} 137 | С инструкцией о заполнении журнала ознакомились: 138 | \end{center} 139 | 140 | «\hspace{0.5cm}» \tline{(дата)}{1.5in} \the\year\,г.\hfillСтудент Цапков А.\,М. \tline{(подпись)}{1in} 141 | 142 | «\hspace{0.5cm}» \tline{(дата)}{1.5in} \the\year\,г.\hfillСтудент Хренов Г.\,Н. \tline{(подпись)}{1in} 143 | \pagebreak 144 | 145 | \input{src/problem} 146 | \input{src/tabel} 147 | 148 | \begin{center} 149 | \bfseries{\large Отзывы цеховых руководителей практики} 150 | \end{center} 151 | Студенты Цапков А.\,М. и Хренов Г.\,Н. разработали телеграм бота, позволяющего распознавать людей на фото, которые предварительно были добавлены в базу данных. 152 | 153 | Презентация защищена на комиссии кафедры 806. Работа выполнена в полном объёме. Рекомендую на оценку \enquote{\hspace{2cm}}. Все материалы сданы на кафедру. 154 | \pagebreak 155 | 156 | 157 | \begin{center} 158 | \bfseries{\large ПРОТОКОЛ } 159 | 160 | \vspace{12pt} 161 | 162 | \bfseries{ЗАЩИТЫ ТЕХНИЧЕСКОГО ОТЧЁТА} 163 | \end{center} 164 | \noindent 165 | по {\itshapeпроизводственной практике} 166 | 167 | \vspace{8pt} 168 | \noindent 169 | студентами: 170 | \noindent 171 | Цапков Александр Максимович, Хренов Геннадий Николаевич 172 | 173 | \begin{longtable}{p{7cm}|p{11cm}} 174 | \hline 175 | {\bfseries Слушали:} & {\bfseries Постановили:} \\ 176 | \endfirsthead 177 | \hline 178 | {\bfseries Слушали:} & {\bfseries Постановили:} \\ 179 | \hline 180 | \endhead 181 | \multicolumn{2}{c}{\textit{Продолжение на следующей странице}} 182 | \endfoot 183 | \endlastfoot 184 | Отчёт практиканта & считать практику выполненной и защищённой на\\ 185 | \rule{0pt}{425pt} & Общая оценка: \underline{\hspace{2in}}\\ 186 | \rule{0pt}{15pt} & \\ 187 | \hline 188 | \end{longtable} 189 | 190 | \vfill 191 | 192 | \noindent\begin{tabular}{@{}l l l} 193 | Руководители: & Зайцев В.\,Е. & \underline{\hspace{2in}}\\ 194 | \rule{0pt}{10pt} & Кухтичев А.\,А. & \underline{\hspace{2in}} 195 | \end{tabular} 196 | \vspace{12pt} 197 | 198 | \noindent 199 | Дата: 12 июля \the\year\,г. 200 | \pagebreak 201 | 202 | \input{src/rationalization} 203 | 204 | \input{src/tech_report} 205 | 206 | \end{document} 207 | 208 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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No Surrender of Others' Freedom. 541 | 542 | If conditions are imposed on you (whether by court order, agreement or 543 | otherwise) that contradict the conditions of this License, they do not 544 | excuse you from the conditions of this License. If you cannot convey a 545 | covered work so as to satisfy simultaneously your obligations under this 546 | License and any other pertinent obligations, then as a consequence you may 547 | not convey it at all. For example, if you agree to terms that obligate you 548 | to collect a royalty for further conveying from those to whom you convey 549 | the Program, the only way you could satisfy both those terms and this 550 | License would be to refrain entirely from conveying the Program. 551 | 552 | 13. Use with the GNU Affero General Public License. 553 | 554 | Notwithstanding any other provision of this License, you have 555 | permission to link or combine any covered work with a work licensed 556 | under version 3 of the GNU Affero General Public License into a single 557 | combined work, and to convey the resulting work. The terms of this 558 | License will continue to apply to the part which is the covered work, 559 | but the special requirements of the GNU Affero General Public License, 560 | section 13, concerning interaction through a network will apply to the 561 | combination as such. 562 | 563 | 14. Revised Versions of this License. 564 | 565 | The Free Software Foundation may publish revised and/or new versions of 566 | the GNU General Public License from time to time. Such new versions will 567 | be similar in spirit to the present version, but may differ in detail to 568 | address new problems or concerns. 569 | 570 | Each version is given a distinguishing version number. If the 571 | Program specifies that a certain numbered version of the GNU General 572 | Public License "or any later version" applies to it, you have the 573 | option of following the terms and conditions either of that numbered 574 | version or of any later version published by the Free Software 575 | Foundation. If the Program does not specify a version number of the 576 | GNU General Public License, you may choose any version ever published 577 | by the Free Software Foundation. 578 | 579 | If the Program specifies that a proxy can decide which future 580 | versions of the GNU General Public License can be used, that proxy's 581 | public statement of acceptance of a version permanently authorizes you 582 | to choose that version for the Program. 583 | 584 | Later license versions may give you additional or different 585 | permissions. However, no additional obligations are imposed on any 586 | author or copyright holder as a result of your choosing to follow a 587 | later version. 588 | 589 | 15. Disclaimer of Warranty. 590 | 591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 592 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT 593 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY 594 | OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, 595 | THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR 596 | PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM 597 | IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF 598 | ALL NECESSARY SERVICING, REPAIR OR CORRECTION. 599 | 600 | 16. Limitation of Liability. 601 | 602 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING 603 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS 604 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY 605 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE 606 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF 607 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD 608 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), 609 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF 610 | SUCH DAMAGES. 611 | 612 | 17. Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | --------------------------------------------------------------------------------