From fd4d0afa582ebae35258ebcd4b74150fa45476c9 Mon Sep 17 00:00:00 2001 From: NikitaLyubov Date: Sat, 25 Dec 2021 07:37:59 +0500 Subject: [PATCH] tasks --- README.md | 201 +----- cpu-bound.py | 25 + io-bound.py | 27 + res.txt | 1529 +++++++++++++++++++++++++++++++++++++++++ screenshots/img.png | Bin 0 -> 35197 bytes screenshots/img1.png | Bin 0 -> 35285 bytes screenshots/img_1.png | Bin 0 -> 35119 bytes screenshots/img_2.png | Bin 0 -> 35161 bytes screenshots/img_3.png | Bin 0 -> 34093 bytes 9 files changed, 1602 insertions(+), 180 deletions(-) create mode 100644 cpu-bound.py create mode 100644 io-bound.py create mode 100644 res.txt create mode 100644 screenshots/img.png create mode 100644 screenshots/img1.png create mode 100644 screenshots/img_1.png create mode 100644 screenshots/img_2.png create mode 100644 screenshots/img_3.png diff --git a/README.md b/README.md index 9bc87a8..4d8ce5d 100644 --- a/README.md +++ b/README.md @@ -1,188 +1,12 @@ -# Параллелизм и асинхронность - -Мы затронем только самые общие аспекты работы с потоками и процессами. Задачи, которые мы будем рассматривать обладают свойством [чрезвычайная параллельности](https://ru.wikipedia.org/wiki/%D0%A7%D1%80%D0%B5%D0%B7%D0%B2%D1%8B%D1%87%D0%B0%D0%B9%D0%BD%D0%B0%D1%8F_%D0%BF%D0%B0%D1%80%D0%B0%D0%BB%D0%BB%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D1%81%D1%82%D1%8C). - -Образцом для работы мы примем два куска кода из примера документации CPython для модуля [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html). Класc, больше подходящий для IO-bound задач: `ThreadPoolExecutor` (используются потоки), а для CPU-bound — `ProcessPoolExecutor` (используются процессы). Оба работают по принципу запуска одноранговых воркеров с некоторой функцией внутри (как кассы в «Пятерочке»). - -## ThreadPoolExecutor - -```python -import concurrent.futures -import urllib.request - -URLS = ['http://www.foxnews.com/', - 'http://www.cnn.com/', - 'http://europe.wsj.com/', - 'http://www.bbc.co.uk/', - 'http://some-made-up-domain.com/'] - -# Retrieve a single page and report the URL and contents -def load_url(url, timeout): - with urllib.request.urlopen(url, timeout=timeout) as conn: - return conn.read() - -# We can use a with statement to ensure threads are cleaned up promptly -with concurrent.futures.ThreadPoolExecutor(max_workers=5) as executor: - # Start the load operations and mark each future with its URL - future_to_url = {executor.submit(load_url, url, 60): url for url in URLS} - for future in concurrent.futures.as_completed(future_to_url): - url = future_to_url[future] - try: - data = future.result() - except Exception as exc: - print('%r generated an exception: %s' % (url, exc)) - else: - print('%r page is %d bytes' % (url, len(data))) -``` -## ProcessPoolExecutor - -```python -import concurrent.futures -import math - -PRIMES = [ - 112272535095293, - 112582705942171, - 112272535095293, - 115280095190773, - 115797848077099, - 1099726899285419] - -def is_prime(n): - if n < 2: - return False - if n == 2: - return True - if n % 2 == 0: - return False - - sqrt_n = int(math.floor(math.sqrt(n))) - for i in range(3, sqrt_n + 1, 2): - if n % i == 0: - return False - return True - -def main(): - with concurrent.futures.ProcessPoolExecutor() as executor: - for number, prime in zip(PRIMES, executor.map(is_prime, PRIMES)): - print('%d is prime: %s' % (number, prime)) - -if __name__ == '__main__': - main() -``` - -Возврат в синхронный код происходит благодаря использованию генератора `concurrent.futures.as_completed`, который возвращает результаты по мере готовности их в воркерах. Ручная синхронизация отсутствует, что очень удобно. - -Помните о том, что в CPython есть [GIL](https://docs.python.org/3/glossary.html#term-global-interpreter-lock), что не позволяет эффективно работать с потоками в CPU-bound задачах. - -### IO-bound. Проверяем ссылки на страницах Википедии - -Википедия — вторичный источник информации: высказывания в ней должны опираться на авторитетные источники в виде ссылок. Публикация оригинальных исследований запрещена. Со временем ссылки становятся нерабочими (сайт сделал редизайн, DNS больше не принадлежит владельцам, за хостинг не заплатили, сервис закрылся). - -Давайте попытаемся оценить количество неработающих ссылок. Возьмем 100 случайных страниц Википедии (пройдем по ссылке [Случайная страница](https://ru.wikipedia.org/wiki/%D0%A1%D0%BB%D1%83%D0%B6%D0%B5%D0%B1%D0%BD%D0%B0%D1%8F:%D0%A1%D0%BB%D1%83%D1%87%D0%B0%D0%B9%D0%BD%D0%B0%D1%8F_%D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B8%D1%86%D0%B0)). - -```python -from urllib.request import urlopen -from urllib.parse import unquote -from bs4 import BeautifulSoup - -url = 'https://ru.wikipedia.org/wiki/%D0%A1%D0%BB%D1%83%D0%B6%D0%B5%D0%B1%D0%BD%D0%B0%D1%8F:%D0%A1%D0%BB%D1%83%D1%87%D0%B0%D0%B9%D0%BD%D0%B0%D1%8F_%D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B8%D1%86%D0%B0' - -for i in range(100): - s = urlopen(url) - print(unquote(s.url)) - -##https://ru.wikipedia.org/wiki/Бурасы -##https://ru.wikipedia.org/wiki/Волшебный_куст -##https://ru.wikipedia.org/wiki/Льюис,_Леннокс -##https://ru.wikipedia.org/wiki/Ильинская_Поповка -##https://ru.wikipedia.org/wiki/Стрельцов,_Василий_Витальевич -##https://ru.wikipedia.org/wiki/Anasimyia -##https://ru.wikipedia.org/wiki/Малая_Осница -##https://ru.wikipedia.org/wiki/Владимиров,_Георгий_Петрович -##https://ru.wikipedia.org/wiki/Bhutan_Today -##https://ru.wikipedia.org/wiki/Польтроньери,_Альберто -##https://ru.wikipedia.org/wiki/Радзивилл,_Мартин_Николай -##https://ru.wikipedia.org/wiki/Эренрайк,_Олден -``` - -Из полученных страниц извлечем все ссылки и сохраним их в файл. - -```python -from urllib.request import urlopen -from urllib.parse import unquote -from bs4 import BeautifulSoup -from tqdm import tqdm - -url = 'https://ru.wikipedia.org/wiki/%D0%A1%D0%BB%D1%83%D0%B6%D0%B5%D0%B1%D0%BD%D0%B0%D1%8F:%D0%A1%D0%BB%D1%83%D1%87%D0%B0%D0%B9%D0%BD%D0%B0%D1%8F_%D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B8%D1%86%D0%B0' - -res = open('res.txt', 'w', encoding='utf8') - -for i in tqdm(range(100)): - html = urlopen(url).read().decode('utf8') - soup = BeautifulSoup(html, 'html.parser') - links = soup.find_all('a') - - for l in links: - href = l.get('href') - if href and href.startswith('http') and 'wiki' not in href: - print(href, file=res) -``` - -Попробуем теперь синхронно, в 1 поток спрашивать каждую ссылку. Возможно иногда будет 404, возможно будет ошибка соединения. - -```python -from urllib.request import Request, urlopen -from urllib.parse import unquote - -links = open('res.txt', encoding='utf8').read().split('\n') - -for url in links: - try: - request = Request( - url, - headers={'User-Agent': 'Mozilla/5.0 (Windows NT 9.0; Win65; x64; rv:97.0) Gecko/20105107 Firefox/92.0'}, - ) - resp = urlopen(request, timeout=5) - code = resp.code - print(code) - resp.close() - except Exception as e: - print(url, e) -``` - * Замерьте время синхронной проверки ссылок. * Перепишите код, используя `ThreadPoolExecutor`. * Изменяйте количество воркеров: 5, 10, 100. * Во время работы посмотрите с использованием стандартных утилит вашей OC загрузку памяти, процессора, сети, время работы. Зависят ли они от количества воркеров и как? + + * 5 workers: 96.50568079948425 seconds + * 10 workers: 25.422240495681763 seconds + * 100 workers: 18.888001918792725 seconds -## CPU-bound. Генерируем монетки - -Придумаем некоторый прототип криптовалюты, построенный на концепции [Proof of work](https://en.wikipedia.org/wiki/Proof_of_work). Монетой будет считаться некоторая строка длины 50 из последовательности цифр 0-9, у которой md5-hash заканчивается на `00000`. Так как md5 — односторонняя функция, мы не можем по ее результату судить об аргументе, найти монеты мы можем только одим способом — перебором. - -```python -from hashlib import md5 -from random import choice - - -while True: - s = "".join([choice("0123456789") for i in range(50)]) - h = md5(s.encode('utf8')).hexdigest() - - if h.endswith("00000"): - print(s, h) -``` - -Я нашел несколько монет: - -``` -91625571520935147263403534421427761877088219542499 8adaf58d5c51fc1216820c1201100000 -49262841446921579383645162499800846153508846372671 974d52bc5430d4c8ed96963648e00000 -34359601233782192016006582448729953029075086207271 0209b01867080f7eaf20f6c674000000 -02809251779741159345845523287375801745436182367614 2fd27ad5f1d1efe1f000c3ee66f00000 -``` - -У нас отсутсвует Блокчейн, то есть мы не можем доказать, что монета была сгенерирована именно нами или принадлежит нам: если мы кому-то ее покажем, ее тут же украдут. Эту часть мы оставим за рамками задания. * Замерьте скорость герации на 1 ядре у вас на компьютере. * Ускорьтесь за счет использования `ProcessPoolExecutor`. @@ -190,3 +14,20 @@ while True: * Во время работы посмотрите с использованием стандартных утилит вашей OC загрузку памяти, процессора, сети, время работы. Зависят ли они от количества воркеров и как? * Убедитесь в том, что так как задача CPU bound, наращивать количество воркеров, большее количества ядер, бесполезно. +Время генерации на 1 ядре +![img.png](screenshots/img.png) + +2 workers : +![img.png](screenshots/img1.png) + +4 workers: +![img_1.png](screenshots/img_1.png) + +10 workers: +![img_2.png](screenshots/img_2.png) + +100 workers: +![img_3.png](screenshots/img_3.png) + +Как можем видеть, особых изменений при работе программы с разным количеством процессов не было. +Разброс по времени связан с рандомом. \ No newline at end of file diff --git a/cpu-bound.py b/cpu-bound.py new file mode 100644 index 0000000..b2a5ab2 --- /dev/null +++ b/cpu-bound.py @@ -0,0 +1,25 @@ +import concurrent.futures +import time +from hashlib import md5 +from random import choice + + +def coin_generator(quantity): + count = 0 + start_time = time.time() + while count < quantity: + s = "".join([choice("0123456789") for i in range(50)]) + h = md5(s.encode('utf8')).hexdigest() + + if h.endswith("0000"): + count += 1 + print(s, h) + print("Время работы ",time.time() - start_time, " секунд") + +def main(): + with concurrent.futures.ProcessPoolExecutor(max_workers=61) as executor: + coin_generator(5) + + +if __name__ == '__main__': + main() diff --git a/io-bound.py b/io-bound.py new file mode 100644 index 0000000..a59964e --- /dev/null +++ b/io-bound.py @@ -0,0 +1,27 @@ +import concurrent.futures +from urllib.request import Request, urlopen +from urllib.parse import unquote + +links = open('res.txt', encoding='utf8').read().split('\n') + + +def get_link(url): + request = Request( + url, + headers={'User-Agent': 'Mozilla/5.0 (Windows NT 9.0; Win65; x64; rv:97.0) Gecko/20105107 Firefox/92.0'}, + ) + resp = urlopen(request, timeout=5) + code = resp.code + print(code) + resp.close() + return code + + +with concurrent.futures.ThreadPoolExecutor(max_workers=100) as executor: + future_to_url = {executor.submit(get_link, url): url for url in links} + for future in concurrent.futures.as_completed(future_to_url): + url = future_to_url[future] + try: + print(future.result()) + except Exception as e: + print(url, e) \ No newline at end of file diff --git a/res.txt b/res.txt new file mode 100644 index 0000000..45e0e0b --- /dev/null +++ b/res.txt @@ -0,0 +1,1529 @@ +https://www.openstreetmap.org/?mlat=47.87806&mlon=14.13333&zoom=12 +https://www.openstreetmap.org/?mlat=47.87806&mlon=14.13333&zoom=12 +http://www.micheldorf.at/ +http://www.travel2austria.com/?p=372 +http://www.micheldorf.at/ +https://www.openstreetmap.org/?mlat=59.595122&mlon=29.164435&zoom=14 +https://www.openstreetmap.org/?mlat=59.595122&mlon=29.164435&zoom=14 +https://classinform.ru/okato/search.php?str=41206804008 +https://classinform.ru/oktmo/search.php?str=41606404136 +http://msu.lenobl.ru/Files/file/2_-_soderzhanie.pdf +http://msu.lenobl.ru/Files/file/2_-_soderzhanie.pdf 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