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Hasenpfote/asyncio_limit_concurrency.ipynb

Last active February 2, 2022 13:05
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How to limit concurrency with asyncio.
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asyncio_limit_concurrency.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Hasenpfote/1028784b12b8bb2f48349b5d794559fe/asyncio_limit_concurrency.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"id": "b06ce767-e31b-488a-a615-64655539aef0",
"metadata": {
"id": "b06ce767-e31b-488a-a615-64655539aef0"
},
"source": [
"# How to limit concurrency with asyncio."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cafd6007-f868-48eb-ae1c-a4102f204e0a",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cafd6007-f868-48eb-ae1c-a4102f204e0a",
"outputId": "37920d62-8d61-4b7f-c4f2-fde7873f509f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: ipython in /usr/local/lib/python3.7/dist-packages (7.31.1)\n",
"Requirement already satisfied: ipykernel in /usr/local/lib/python3.7/dist-packages (6.8.0)\n",
"Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.7/dist-packages (from ipython) (0.1.3)\n",
"Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from ipython) (4.4.2)\n",
"Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from ipython) (3.0.26)\n",
"Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.7/dist-packages (from ipython) (0.18.1)\n",
"Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from ipython) (57.4.0)\n",
"Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from ipython) (2.6.1)\n",
"Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.7/dist-packages (from ipython) (5.1.1)\n",
"Requirement already satisfied: backcall in /usr/local/lib/python3.7/dist-packages (from ipython) (0.2.0)\n",
"Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.7/dist-packages (from ipython) (4.8.0)\n",
"Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from ipython) (0.7.5)\n",
"Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.7/dist-packages (from jedi>=0.16->ipython) (0.8.3)\n",
"Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect>4.3->ipython) (0.7.0)\n",
"Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython) (0.2.5)\n",
"Requirement already satisfied: jupyter-client<8.0 in /usr/local/lib/python3.7/dist-packages (from ipykernel) (5.3.5)\n",
"Requirement already satisfied: debugpy<2.0,>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from ipykernel) (1.0.0)\n",
"Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.7/dist-packages (from ipykernel) (1.5.4)\n",
"Requirement already satisfied: tornado<7.0,>=4.2 in /usr/local/lib/python3.7/dist-packages (from ipykernel) (5.1.1)\n",
"Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.7/dist-packages (from jupyter-client<8.0->ipykernel) (22.3.0)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from jupyter-client<8.0->ipykernel) (2.8.2)\n",
"Requirement already satisfied: jupyter-core>=4.6.0 in /usr/local/lib/python3.7/dist-packages (from jupyter-client<8.0->ipykernel) (4.9.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->jupyter-client<8.0->ipykernel) (1.15.0)\n"
]
}
],
"source": [
"# https://github.com/googlecolab/colabtools/issues/1553#issuecomment-982221206\n",
"!pip install ipython ipykernel --upgrade"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "41a3f1ed-1ab3-4b6a-8faf-49d8b5599acb",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "41a3f1ed-1ab3-4b6a-8faf-49d8b5599acb",
"outputId": "d255f822-31e6-4aaf-f5ac-d7121d8cddda"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Python 3.7.12\n",
"Version: 6.8.0\n",
"\u001b[33mWARNING: Package(s) not found: jupyterlab\u001b[0m\n",
"Version: 4.62.3\n"
]
}
],
"source": [
"!python --version\n",
"!pip show ipykernel | grep Version\n",
"!pip show jupyterlab | grep Version\n",
"!pip show tqdm | grep Version"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d9b46f6b-583a-4a7a-903c-75b8a554c1f8",
"metadata": {
"id": "d9b46f6b-583a-4a7a-903c-75b8a554c1f8"
},
"outputs": [],
"source": [
"import asyncio\n",
"import logging\n",
"import random\n",
"import sys\n",
"import tqdm.auto as tqdm"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f2bffbe5-529e-4049-a775-2251f75b61aa",
"metadata": {
"id": "f2bffbe5-529e-4049-a775-2251f75b61aa"
},
"outputs": [],
"source": [
"logger = logging.getLogger(__name__)\n",
"# Trivial logging setup.\n",
"LOG_FORMAT = '{asctime} {levelname:.1} - {message}'\n",
"logging.basicConfig(#filename='logfile.log',\n",
" #filemode='w',\n",
" format=LOG_FORMAT,\n",
" style='{',\n",
" level=logging.INFO,\n",
" stream=sys.stdout)\n",
"\n",
"for handler in logging.root.handlers:\n",
" handler.addFilter(logging.Filter(__name__))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9e6ba978-eb02-4dfd-a6ac-11f2ec63bbd2",
"metadata": {
"id": "9e6ba978-eb02-4dfd-a6ac-11f2ec63bbd2"
},
"outputs": [],
"source": [
"async def download(url):\n",
" '''Simulate a download.'''\n",
" it = range(10)\n",
" for i in tqdm.tqdm(it, total=len(it), desc=url, leave=False):\n",
" await asyncio.sleep(random.randint(1, 2))\n",
" if i > 1 and random.random() < 0.05:\n",
" return False\n",
" else:\n",
" return True"
]
},
{
"cell_type": "markdown",
"id": "b2174b73-c997-4ab2-9f6b-08fb436bdf0f",
"metadata": {
"id": "b2174b73-c997-4ab2-9f6b-08fb436bdf0f"
},
"source": [
"## as_completed"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "985d6899-a344-4621-9733-b3cd41dfca93",
"metadata": {
"id": "985d6899-a344-4621-9733-b3cd41dfca93"
},
"outputs": [],
"source": [
"def as_completed(coros, *, num_concurrent=3):\n",
" assert not any(not asyncio.iscoroutine(coro) for coro in coros), \\\n",
" 'Must be a list of coroutines.'\n",
"\n",
" sem = asyncio.Semaphore(num_concurrent)\n",
"\n",
" async def wrap_coro(coro):\n",
" async with sem:\n",
" return await coro\n",
"\n",
" yield from asyncio.as_completed([wrap_coro(coro) for coro in coros])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1eac8141-f63e-49c0-a14f-c7e0b32aa542",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 255,
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},
"id": "1eac8141-f63e-49c0-a14f-c7e0b32aa542",
"outputId": "5ab7da2c-d745-4e59-f8ee-17ab1ae554d7"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "911c44cf79084344a21357729c45aefd",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/5.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0d9bf3a995834e8ca8deaef2d82e61f1",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/9.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a4fef5f317b846f9aebe33687c63294e",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/2.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ba9924f339384f35af50c42c13f6e1c6",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/6.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e6883742bed14f40a7346e269a436c0c",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/3.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9377a43a82b9436abb261982b12f1eeb",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/0.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1d3b1c88912a410ebc815eff982f6c46",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/7.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b0000396f319415da1db7715c014c97a",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/4.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "daa74f49b0024883b56622379fefbc8b",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/1.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f11e24b58500455fafa7587a56d392f0",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/8.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:48:38,179 I - Succeeded to download data from https://foobar.com/0.html\n",
"2022-02-02 12:48:38,180 I - Failed to download data from https://foobar.com/1.html\n",
"2022-02-02 12:48:38,181 I - Succeeded to download data from https://foobar.com/2.html\n",
"2022-02-02 12:48:38,181 I - Succeeded to download data from https://foobar.com/3.html\n",
"2022-02-02 12:48:38,182 I - Succeeded to download data from https://foobar.com/4.html\n",
"2022-02-02 12:48:38,183 I - Succeeded to download data from https://foobar.com/5.html\n",
"2022-02-02 12:48:38,184 I - Succeeded to download data from https://foobar.com/6.html\n",
"2022-02-02 12:48:38,185 I - Succeeded to download data from https://foobar.com/7.html\n",
"2022-02-02 12:48:38,187 I - Failed to download data from https://foobar.com/8.html\n",
"2022-02-02 12:48:38,189 I - Succeeded to download data from https://foobar.com/9.html\n"
]
}
],
"source": [
"async def test_as_completed():\n",
" async def wrap_coro(i, coro):\n",
" return i, await coro\n",
" \n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [wrap_coro(i, download(url)) for i, url in enumerate(urls)]\n",
" res = [await coro for coro in as_completed(coros)]\n",
" res.sort()\n",
" res = [r for _, r, in res]\n",
"\n",
" for url, cond in zip(urls, res):\n",
" logger.info('{} to download data from {}'\n",
" .format('Succeeded' if cond else 'Failed', url))\n",
" \n",
"await test_as_completed()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "60a0b960-c1bb-40a3-bdbf-646c7177d41f",
"metadata": {
"id": "60a0b960-c1bb-40a3-bdbf-646c7177d41f"
},
"outputs": [],
"source": [
"def tqdm_as_completed(coros, *, num_concurrent=3, **tqdm_kwargs):\n",
" assert not any(not asyncio.iscoroutine(coro) for coro in coros), \\\n",
" 'Must be a list of coroutines.'\n",
"\n",
" sem = asyncio.Semaphore(num_concurrent)\n",
"\n",
" async def wrap_coro(coro):\n",
" async with sem:\n",
" return await coro\n",
"\n",
" yield from tqdm.tqdm.as_completed([wrap_coro(coro) for coro in coros], **tqdm_kwargs)"
]
},
{
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},
"id": "d7749777-26d2-48e8-9d25-3a50a2b85d02",
"outputId": "c87c0979-ba07-49ca-895b-37bc7e75d813"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d800d482dc8842d995e3377ca59dd815",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"Downloading: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0707094c9a1546b2ac22999e755dfe04",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/5.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cfb20d01165e4fe4992cd714a3a84b7d",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/9.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5e0d1a4a3f894665833bc6fa14951155",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/2.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b9825316e6364f189433e7cd63aa318a",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/6.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "83e94a0476474d5685835ae40a42fa90",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/3.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6457f645355743d8951424012b5ea79a",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/7.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5d4e55b144d1440d81329e228224c1d7",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/0.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "babc03af4c7d447eb9f47bc8532ed7fd",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/4.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6298499f20a2495289d608c68e540344",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/8.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c3cfc548e86b4db68805e5e41e7f69bf",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/1.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:49:21,663 I - Succeeded to download data from https://foobar.com/0.html\n",
"2022-02-02 12:49:21,665 I - Failed to download data from https://foobar.com/1.html\n",
"2022-02-02 12:49:21,668 I - Succeeded to download data from https://foobar.com/2.html\n",
"2022-02-02 12:49:21,670 I - Succeeded to download data from https://foobar.com/3.html\n",
"2022-02-02 12:49:21,672 I - Succeeded to download data from https://foobar.com/4.html\n",
"2022-02-02 12:49:21,674 I - Succeeded to download data from https://foobar.com/5.html\n",
"2022-02-02 12:49:21,676 I - Failed to download data from https://foobar.com/6.html\n",
"2022-02-02 12:49:21,677 I - Succeeded to download data from https://foobar.com/7.html\n",
"2022-02-02 12:49:21,678 I - Succeeded to download data from https://foobar.com/8.html\n",
"2022-02-02 12:49:21,680 I - Succeeded to download data from https://foobar.com/9.html\n"
]
}
],
"source": [
"async def test_tqdm_as_completed():\n",
" async def wrap_coro(i, coro):\n",
" return i, await coro\n",
" \n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [wrap_coro(i, download(url)) for i, url in enumerate(urls)]\n",
" res = [await coro for coro in tqdm_as_completed(coros, desc='Downloading')]\n",
" res.sort()\n",
" res = [r for _, r, in res]\n",
"\n",
" for url, cond in zip(urls, res):\n",
" logger.info('{} to download data from {}'\n",
" .format('Succeeded' if cond else 'Failed', url))\n",
"\n",
"await test_tqdm_as_completed()"
]
},
{
"cell_type": "markdown",
"id": "7acb7e38-7f02-4cfa-b9ce-eeb297ed2fec",
"metadata": {
"id": "7acb7e38-7f02-4cfa-b9ce-eeb297ed2fec"
},
"source": [
"## gather\n",
"cf. https://stackoverflow.com/a/61478547"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d1ac9aa2-fd67-413b-a705-48cd100aeb47",
"metadata": {
"id": "d1ac9aa2-fd67-413b-a705-48cd100aeb47"
},
"outputs": [],
"source": [
"async def gather(coros, *, num_concurrent=3):\n",
" assert not any(not asyncio.iscoroutine(coro) for coro in coros), \\\n",
" 'Must be a list of coroutines.'\n",
"\n",
" sem = asyncio.Semaphore(num_concurrent)\n",
"\n",
" async def wrap_coro(coro):\n",
" async with sem:\n",
" return await coro\n",
"\n",
" return await asyncio.gather(*(wrap_coro(coro) for coro in coros))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "62395eb7-a705-48da-ac41-2160ce6f971e",
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"outputId": "bd6b02ff-5055-4f72-9752-78a3aa000242"
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"outputs": [
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1414a31744fc4ce1966dd34acf0a66b0",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/0.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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]
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},
{
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"https://foobar.com/2.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
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"https://foobar.com/3.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
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{
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"https://foobar.com/4.html: 0%| | 0/10 [00:00<?, ?it/s]"
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]
},
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{
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"https://foobar.com/6.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
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},
{
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]
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"https://foobar.com/9.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:50:10,019 I - Succeeded to download data from https://foobar.com/0.html\n",
"2022-02-02 12:50:10,022 I - Succeeded to download data from https://foobar.com/1.html\n",
"2022-02-02 12:50:10,023 I - Failed to download data from https://foobar.com/2.html\n",
"2022-02-02 12:50:10,024 I - Failed to download data from https://foobar.com/3.html\n",
"2022-02-02 12:50:10,025 I - Succeeded to download data from https://foobar.com/4.html\n",
"2022-02-02 12:50:10,026 I - Succeeded to download data from https://foobar.com/5.html\n",
"2022-02-02 12:50:10,028 I - Succeeded to download data from https://foobar.com/6.html\n",
"2022-02-02 12:50:10,029 I - Succeeded to download data from https://foobar.com/7.html\n",
"2022-02-02 12:50:10,030 I - Succeeded to download data from https://foobar.com/8.html\n",
"2022-02-02 12:50:10,032 I - Succeeded to download data from https://foobar.com/9.html\n"
]
}
],
"source": [
"async def test_gather():\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
" coros = [download(url) for url in urls]\n",
" res = await gather(coros, num_concurrent=3)\n",
" \n",
" for url, cond in zip(urls, res):\n",
" logger.info('{} to download data from {}'\n",
" .format('Succeeded' if cond else 'Failed', url))\n",
" \n",
"await test_gather()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9f5dfa94-772e-4d88-9de1-63a0f606631b",
"metadata": {
"id": "9f5dfa94-772e-4d88-9de1-63a0f606631b"
},
"outputs": [],
"source": [
"async def tqdm_gather(coros, *, num_concurrent=3, **tqdm_kwargs):\n",
" assert not any(not asyncio.iscoroutine(coro) for coro in coros), \\\n",
" 'Must be a list of coroutines.'\n",
"\n",
" sem = asyncio.Semaphore(num_concurrent)\n",
"\n",
" async def wrap_coro(coro):\n",
" async with sem:\n",
" return await coro\n",
" # Note that the \"fs\" argument has been changed in v4.62.0.\n",
" # https://github.com/tqdm/tqdm/pull/1212\n",
" return await tqdm.tqdm.gather(*(wrap_coro(coro) for coro in coros), **tqdm_kwargs)"
]
},
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{
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"model_id": "83d8d1efed9a48e3ac2ddc658397828c",
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},
"text/plain": [
"Downloading: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/9.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"model_id": "9747ccd40dda4ac8bf7f52a51ac7358d",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/2.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3c49122ae30c4133926fdac78db1bbc3",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/6.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0fc144573cc14b90adb216e985c1db07",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/3.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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},
"text/plain": [
"https://foobar.com/7.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"model_id": "b8b874b25d5d4293862df1a8086920f2",
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"version_major": 2
},
"text/plain": [
"https://foobar.com/0.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"model_id": "c2e7d863cdb6469690a31f1c975362bf",
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"text/plain": [
"https://foobar.com/4.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
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"data": {
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"https://foobar.com/8.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
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"data": {
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"version_major": 2
},
"text/plain": [
"https://foobar.com/1.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
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},
"text/plain": [
"https://foobar.com/5.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:50:55,584 I - Succeeded to download data from https://foobar.com/0.html\n",
"2022-02-02 12:50:55,588 I - Succeeded to download data from https://foobar.com/1.html\n",
"2022-02-02 12:50:55,589 I - Succeeded to download data from https://foobar.com/2.html\n",
"2022-02-02 12:50:55,590 I - Succeeded to download data from https://foobar.com/3.html\n",
"2022-02-02 12:50:55,592 I - Succeeded to download data from https://foobar.com/4.html\n",
"2022-02-02 12:50:55,593 I - Failed to download data from https://foobar.com/5.html\n",
"2022-02-02 12:50:55,595 I - Succeeded to download data from https://foobar.com/6.html\n",
"2022-02-02 12:50:55,596 I - Failed to download data from https://foobar.com/7.html\n",
"2022-02-02 12:50:55,597 I - Succeeded to download data from https://foobar.com/8.html\n",
"2022-02-02 12:50:55,599 I - Failed to download data from https://foobar.com/9.html\n"
]
}
],
"source": [
"async def test_tqdm_gather():\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [download(url) for url in urls]\n",
" res = await tqdm_gather(coros, num_concurrent=3, desc='Downloading')\n",
"\n",
" for url, cond in zip(urls, res):\n",
" logger.info('{} to download data from {}'\n",
" .format('Succeeded' if cond else 'Failed', url))\n",
" \n",
"await test_tqdm_gather()"
]
},
{
"cell_type": "markdown",
"id": "dd7aef1a-9c7e-4c72-a1c2-06dc15aa322c",
"metadata": {
"id": "dd7aef1a-9c7e-4c72-a1c2-06dc15aa322c"
},
"source": [
"## Emulate `gather` by `wait`.\n",
"cf. https://stackoverflow.com/a/58861959"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7225e3f5-c4c0-4568-8a2b-d28d5fa31ba2",
"metadata": {
"id": "7225e3f5-c4c0-4568-8a2b-d28d5fa31ba2"
},
"outputs": [],
"source": [
"async def wait(coros, *, num_concurrent=3):\n",
" assert not any(not asyncio.iscoroutine(coro) for coro in coros), \\\n",
" 'Must be a list of coroutines.'\n",
"\n",
" async def wrap_coro(i, coro):\n",
" return i, await coro\n",
"\n",
" res = []\n",
" pending = set()\n",
" for i, coro in enumerate(coros):\n",
" if len(pending) >= num_concurrent:\n",
" # Wait for some task to finish before adding a new one.\n",
" done, pending = await asyncio.wait(pending, return_when=asyncio.FIRST_COMPLETED)\n",
" res.extend(task.result() for task in done)\n",
"\n",
" pending.add(asyncio.create_task(wrap_coro(i, coro)))\n",
"\n",
" # Wait for the remaining tasks to finish.\n",
" done, pending = await asyncio.wait(pending)\n",
" res.extend(task.result() for task in done)\n",
"\n",
" res.sort() # Sort by id.\n",
"\n",
" return [r for _, r, in res]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "05dac399-ee8b-417f-a8b8-5bd45144b84a",
"metadata": {
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"base_uri": "https://localhost:8080/",
"height": 351,
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},
"id": "05dac399-ee8b-417f-a8b8-5bd45144b84a",
"outputId": "b09d3229-cb91-465f-fc7c-d6efd7e77f24"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "adc316ddbf9d4d39b50cde04587fac8a",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/0.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a72c18583e834a0089a32ed40c29c7cf",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/1.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "be8a0445093b4eb49526c5175fe33381",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/2.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "920d0adf9eb242dd967559a29a92ace1",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/3.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2ea15b359e5b42b982cb7cd64e579174",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/4.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "86c3b67288534718bcaf77478ad7036f",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/5.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "68a54812c2474d91b8078af6d57cf643",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/6.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "34d82ba2b24144ea90955083dc823a95",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/7.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "383ebb7463b4423783ebeb01b5c16672",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/8.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8715383e9a3b46a9aca5673270717e8d",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/9.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:51:38,999 I - Failed to download data from https://foobar.com/0.html\n",
"2022-02-02 12:51:39,003 I - Succeeded to download data from https://foobar.com/1.html\n",
"2022-02-02 12:51:39,005 I - Succeeded to download data from https://foobar.com/2.html\n",
"2022-02-02 12:51:39,007 I - Succeeded to download data from https://foobar.com/3.html\n",
"2022-02-02 12:51:39,009 I - Succeeded to download data from https://foobar.com/4.html\n",
"2022-02-02 12:51:39,010 I - Failed to download data from https://foobar.com/5.html\n",
"2022-02-02 12:51:39,012 I - Failed to download data from https://foobar.com/6.html\n",
"2022-02-02 12:51:39,013 I - Failed to download data from https://foobar.com/7.html\n",
"2022-02-02 12:51:39,014 I - Failed to download data from https://foobar.com/8.html\n",
"2022-02-02 12:51:39,016 I - Succeeded to download data from https://foobar.com/9.html\n"
]
}
],
"source": [
"async def test_wait():\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [download(url) for url in urls]\n",
" res = await wait(coros, num_concurrent=3)\n",
"\n",
" for url, cond in zip(urls, res):\n",
" logger.info('{} to download data from {}'\n",
" .format('Succeeded' if cond else 'Failed', url))\n",
"\n",
"await test_wait()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0629d465-35c9-4c58-8e62-b22d02e98f0d",
"metadata": {
"id": "0629d465-35c9-4c58-8e62-b22d02e98f0d"
},
"outputs": [],
"source": [
"async def tqdm_wait(coros, *, num_concurrent=3, **tqdm_kwargs):\n",
" assert not any(not asyncio.iscoroutine(coro) for coro in coros), \\\n",
" 'Must be a list of coroutines.'\n",
"\n",
" async def wrap_coro(i, coro):\n",
" return i, await coro\n",
"\n",
" res = []\n",
" with tqdm.tqdm(total=len(coros), **tqdm_kwargs) as pbar:\n",
" pending = set()\n",
" for i, coro in enumerate(coros):\n",
" if len(pending) >= num_concurrent:\n",
" # Wait for some task to finish before adding a new one\n",
" done, pending = await asyncio.wait(pending, return_when=asyncio.FIRST_COMPLETED)\n",
" res.extend(task.result() for task in done)\n",
" pbar.update(len(done))\n",
"\n",
" pending.add(asyncio.create_task(wrap_coro(i, coro)))\n",
"\n",
" # Wait for the remaining tasks to finish\n",
" while True:\n",
" done, pending = await asyncio.wait(pending, return_when=asyncio.FIRST_COMPLETED)\n",
" res.extend(task.result() for task in done)\n",
" pbar.update(len(done))\n",
" if not pending:\n",
" break\n",
"\n",
" res.sort() # Sort by id.\n",
"\n",
" return [r for _, r, in res]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "df0da3e6-6f6d-40fe-ba33-0a954e9fe6f6",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 383,
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"outputId": "52a69043-18ef-436f-9883-cca0a8c195be"
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"outputs": [
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7810ec3d312a42999817067a38576a65",
"version_minor": 0,
"version_major": 2
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"text/plain": [
"Downloading: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "edebd69c057f41ea97377d00fc4557cc",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/0.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "11e067da44b54ef68cc67eeec92fa0ec",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/1.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6d19b92c848b4b0ea9b15ed0ce7f4871",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/2.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3b9c06dd54a34dd491800dd661a0a268",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/3.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8ec448299bea4da9936436db4772cd36",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/4.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3b6be1c04b224f939609633f76a9bcd7",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/5.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "aa0fab28ce444d40a02333c0609d56a4",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/6.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9fec3bf4718c44a3aab8b5d7188dcb9b",
"version_minor": 0,
"version_major": 2
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"text/plain": [
"https://foobar.com/7.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bb899f76347646b6ac2e73f7b18236dc",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/8.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"model_id": "cc78af71364a4a1ea3d1245f685b4edb",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"https://foobar.com/9.html: 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:52:23,416 I - Succeeded to download data from https://foobar.com/0.html\n",
"2022-02-02 12:52:23,420 I - Failed to download data from https://foobar.com/1.html\n",
"2022-02-02 12:52:23,421 I - Failed to download data from https://foobar.com/2.html\n",
"2022-02-02 12:52:23,422 I - Succeeded to download data from https://foobar.com/3.html\n",
"2022-02-02 12:52:23,423 I - Failed to download data from https://foobar.com/4.html\n",
"2022-02-02 12:52:23,424 I - Succeeded to download data from https://foobar.com/5.html\n",
"2022-02-02 12:52:23,426 I - Succeeded to download data from https://foobar.com/6.html\n",
"2022-02-02 12:52:23,426 I - Failed to download data from https://foobar.com/7.html\n",
"2022-02-02 12:52:23,427 I - Succeeded to download data from https://foobar.com/8.html\n",
"2022-02-02 12:52:23,429 I - Failed to download data from https://foobar.com/9.html\n"
]
}
],
"source": [
"async def test_tqdm_wait():\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [download(url) for url in urls]\n",
" res = await tqdm_wait(coros, num_concurrent=3, desc='Downloading')\n",
"\n",
" for url, cond in zip(urls, res):\n",
" logger.info('{} to download data from {}'\n",
" .format('Succeeded' if cond else 'Failed', url))\n",
"\n",
"await test_tqdm_wait()"
]
},
{
"cell_type": "markdown",
"id": "30da861f-ea59-414e-9511-ed308e1a79b4",
"metadata": {
"id": "30da861f-ea59-414e-9511-ed308e1a79b4"
},
"source": [
"## Throttle down processes per seconds.\n",
"cf. [hallazzang/asyncio-throttle](https://github.com/hallazzang/asyncio-throttle) \n",
"cf. [mjpieters/aiolimiter](https://github.com/mjpieters/aiolimiter)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6646fe78-dfee-42d0-aa3d-936e7da98be2",
"metadata": {
"id": "6646fe78-dfee-42d0-aa3d-936e7da98be2"
},
"outputs": [],
"source": [
"def get_task_name(task):\n",
" if sys.version_info < (3,8):\n",
" return hash(task)\n",
" return task.get_name()"
]
},
{
"cell_type": "markdown",
"id": "18542f88-c74a-4e67-9139-16616bd280dc",
"metadata": {
"id": "18542f88-c74a-4e67-9139-16616bd280dc"
},
"source": [
"### The simplest implementation example."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "28d029ea-40ba-4d47-b6db-bf959e4e4c4c",
"metadata": {
"id": "28d029ea-40ba-4d47-b6db-bf959e4e4c4c"
},
"outputs": [],
"source": [
"class RateLimiter():\n",
" def __init__(self, max_rate, time_period):\n",
" self._max_rate = max_rate\n",
" self._time_period = time_period\n",
" self._rate_per_sec = max_rate / time_period\n",
" self._bucket_level = 0\n",
" self._last_checked_time = 0\n",
"\n",
" def has_capacity(self):\n",
" loop = asyncio.get_running_loop()\n",
" if self._bucket_level > 0:\n",
" elapsed_time = loop.time() - self._last_checked_time\n",
" decrement = self._rate_per_sec * elapsed_time\n",
" self._bucket_level = max(self._bucket_level - decrement, 0)\n",
"\n",
" self._last_checked_time = loop.time()\n",
"\n",
" return self._bucket_level + 1 <= self._max_rate\n",
"\n",
" async def acquire(self):\n",
" loop = asyncio.get_running_loop()\n",
" task = asyncio.current_task(loop)\n",
" task_name = get_task_name(task)\n",
" logger.debug('{} has arrived.'.format(task_name))\n",
" while not self.has_capacity():\n",
" logger.debug('{} goes to sleep state.'.format(task_name))\n",
" await asyncio.sleep(1 / self._rate_per_sec)\n",
" logger.debug('{} resumes from sleep state.'.format(task_name))\n",
"\n",
" self._bucket_level += 1\n",
" logger.debug('{} has departed.'.format(task_name))\n",
"\n",
" async def __aenter__(self):\n",
" await self.acquire()\n",
" return None\n",
"\n",
" async def __aexit__(self, exc_type, exc, tb):\n",
" return None"
]
},
{
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"execution_count": null,
"id": "08752716-f407-400a-831d-454a60cd0e06",
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{
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" 0%| | 0/10 [00:00<?, ?it/s]"
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"text": [
"2022-02-02 12:52:23,534 I - Send request to https://foobar.com/6.html.\n",
"2022-02-02 12:52:25,537 I - Send request to https://foobar.com/3.html.\n",
"2022-02-02 12:52:27,542 I - Send request to https://foobar.com/2.html.\n",
"2022-02-02 12:52:29,546 I - Send request to https://foobar.com/4.html.\n",
"2022-02-02 12:52:31,550 I - Send request to https://foobar.com/9.html.\n",
"2022-02-02 12:52:33,554 I - Send request to https://foobar.com/5.html.\n",
"2022-02-02 12:52:35,558 I - Send request to https://foobar.com/1.html.\n",
"2022-02-02 12:52:37,562 I - Send request to https://foobar.com/0.html.\n",
"2022-02-02 12:52:39,566 I - Send request to https://foobar.com/7.html.\n",
"2022-02-02 12:52:41,570 I - Send request to https://foobar.com/8.html.\n"
]
}
],
"source": [
"async def test_rate_limiter():\n",
" #logger.setLevel(logging.DEBUG)\n",
"\n",
" #rate_limiter = RateLimiter(5, 10) # token bucket\n",
" rate_limiter = RateLimiter(1, 2) # leaky bucket\n",
"\n",
" async def request(url):\n",
" '''Simulate a request.'''\n",
" async with rate_limiter:\n",
" logger.info('Send request to {}.'.format(url))\n",
"\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [request(url) for url in urls]\n",
" # Note that the \"fs\" argument has been changed in v4.62.0.\n",
" # https://github.com/tqdm/tqdm/pull/1212\n",
" await tqdm.tqdm.gather(*coros)\n",
"\n",
"await test_rate_limiter()"
]
},
{
"cell_type": "markdown",
"id": "0e44dc0b-5796-4880-803e-77d41cd869fe",
"metadata": {
"id": "0e44dc0b-5796-4880-803e-77d41cd869fe"
},
"source": [
"### An example implementation using an ordered dictionaly."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "11eed079-989c-46ab-bb9a-6c7f447012d2",
"metadata": {
"id": "11eed079-989c-46ab-bb9a-6c7f447012d2"
},
"outputs": [],
"source": [
"class RateLimiter2():\n",
" def __init__(self, max_rate, time_period):\n",
" self._max_rate = max_rate\n",
" self._time_period = time_period\n",
" self._rate_per_sec = max_rate / time_period\n",
" self._bucket_level = 0\n",
" self._last_checked_time = 0\n",
" self._waiting_tasks = dict() # Must be an ordered dictionaly.\n",
"\n",
" def has_capacity(self):\n",
" loop = asyncio.get_running_loop()\n",
" if self._bucket_level > 0:\n",
" elapsed_time = loop.time() - self._last_checked_time\n",
" decrement = self._rate_per_sec * elapsed_time\n",
" self._bucket_level = max(self._bucket_level - decrement, 0)\n",
"\n",
" self._last_checked_time = loop.time()\n",
" #\n",
" if self._bucket_level + 1 <= self._max_rate:\n",
" # Select the next oldest task after the current one.\n",
" for k, v in self._waiting_tasks.items():\n",
" if not v.done():\n",
" logger.debug('{} wakes up {}.'\n",
" .format(get_task_name(asyncio.current_task(loop)),\n",
" get_task_name(k)))\n",
" v.set_result(True)\n",
" break\n",
" return True\n",
"\n",
" return False\n",
"\n",
" async def acquire(self):\n",
" loop = asyncio.get_running_loop()\n",
" task = asyncio.current_task(loop)\n",
" task_name = get_task_name(task)\n",
" logger.debug('{} has arrived.'.format(task_name))\n",
" while not self.has_capacity():\n",
" future = loop.create_future()\n",
" self._waiting_tasks[task] = future\n",
" try:\n",
" logger.debug('{} goes to sleep state.'.format(task_name))\n",
" # 'future' must not be finished by any means other than 'set_result'.\n",
" await asyncio.wait_for(asyncio.shield(future),\n",
" timeout=1 / self._rate_per_sec)\n",
" logger.debug('{} was woken up by another task.'.format(task_name))\n",
" except asyncio.TimeoutError:\n",
" logger.debug('{} resumes from sleep state.'.format(task_name))\n",
" future.cancel()\n",
"\n",
" self._waiting_tasks.pop(task, None)\n",
" self._bucket_level += 1\n",
" logger.debug('{} has departed.'.format(task_name))\n",
"\n",
" async def __aenter__(self):\n",
" await self.acquire()\n",
" return None\n",
"\n",
" async def __aexit__(self, exc_type, exc, tb):\n",
" return None"
]
},
{
"cell_type": "code",
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"id": "83297cb0-7763-4d04-9c85-8d478795fdda",
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"text/plain": [
" 0%| | 0/10 [00:00<?, ?it/s]"
]
},
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},
{
"output_type": "stream",
"name": "stdout",
"text": [
"2022-02-02 12:52:41,671 I - Send request to https://foobar.com/3.html.\n",
"2022-02-02 12:52:43,675 I - Send request to https://foobar.com/6.html.\n",
"2022-02-02 12:52:45,678 I - Send request to https://foobar.com/4.html.\n",
"2022-02-02 12:52:47,683 I - Send request to https://foobar.com/7.html.\n",
"2022-02-02 12:52:49,688 I - Send request to https://foobar.com/8.html.\n",
"2022-02-02 12:52:51,693 I - Send request to https://foobar.com/1.html.\n",
"2022-02-02 12:52:53,697 I - Send request to https://foobar.com/9.html.\n",
"2022-02-02 12:52:55,702 I - Send request to https://foobar.com/0.html.\n",
"2022-02-02 12:52:57,706 I - Send request to https://foobar.com/5.html.\n",
"2022-02-02 12:52:59,710 I - Send request to https://foobar.com/2.html.\n"
]
}
],
"source": [
"async def test_rate_limiter2():\n",
" #logger.setLevel(logging.DEBUG)\n",
"\n",
" #rate_limiter = RateLimiter2(5, 10) # token bucket\n",
" rate_limiter = RateLimiter2(1, 2) # leaky bucket\n",
"\n",
" async def request(url):\n",
" '''Simulate a request.'''\n",
" async with rate_limiter:\n",
" logger.info('Send request to {}.'.format(url))\n",
"\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [request(url) for url in urls]\n",
" # Note that the \"fs\" argument has been changed in v4.62.0.\n",
" # https://github.com/tqdm/tqdm/pull/1212\n",
" await tqdm.tqdm.gather(*coros)\n",
"\n",
"await test_rate_limiter2()"
]
},
{
"cell_type": "markdown",
"id": "e85b5e25-4464-4a54-ba88-b4cd14abd02a",
"metadata": {
"id": "e85b5e25-4464-4a54-ba88-b4cd14abd02a"
},
"source": [
"### An example implementation using a queue."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "313585fb-2292-4e7b-997e-7279b6b7c19b",
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"text": [
"2022-02-02 12:52:59,801 I - Send request to https://foobar.com/5.html.\n",
"2022-02-02 12:53:01,805 I - Send request to https://foobar.com/6.html.\n",
"2022-02-02 12:53:03,809 I - Send request to https://foobar.com/4.html.\n",
"2022-02-02 12:53:05,812 I - Send request to https://foobar.com/7.html.\n",
"2022-02-02 12:53:07,816 I - Send request to https://foobar.com/1.html.\n",
"2022-02-02 12:53:09,820 I - Send request to https://foobar.com/9.html.\n",
"2022-02-02 12:53:11,824 I - Send request to https://foobar.com/3.html.\n",
"2022-02-02 12:53:13,828 I - Send request to https://foobar.com/2.html.\n",
"2022-02-02 12:53:15,833 I - Send request to https://foobar.com/8.html.\n",
"2022-02-02 12:53:17,837 I - Send request to https://foobar.com/0.html.\n"
]
}
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"class RateLimiter3():\n",
" def __init__(self, max_rate, time_period):\n",
" self._max_rate = max_rate\n",
" self._time_period = time_period\n",
" self._rate_per_sec = max_rate / time_period\n",
" self._bucket_level = 0\n",
" self._last_checked_time = 0\n",
" self._waiting_tasks = asyncio.Queue()\n",
"\n",
" def has_capacity(self):\n",
" loop = asyncio.get_running_loop()\n",
" if self._bucket_level > 0:\n",
" elapsed_time = loop.time() - self._last_checked_time\n",
" decrement = self._rate_per_sec * elapsed_time\n",
" self._bucket_level = max(self._bucket_level - decrement, 0)\n",
"\n",
" self._last_checked_time = loop.time()\n",
" #\n",
" if self._bucket_level + 1 <= self._max_rate:\n",
" # Select the next oldest task after the current one.\n",
" if not self._waiting_tasks.empty():\n",
" task_name, future = self._waiting_tasks.get_nowait()\n",
" assert not future.done()\n",
" logger.debug('{} wakes up {}.'\n",
" .format(get_task_name(asyncio.current_task(loop)),\n",
" task_name))\n",
" future.set_result(True)\n",
"\n",
" return True\n",
"\n",
" return False\n",
"\n",
" async def acquire(self):\n",
" loop = asyncio.get_running_loop()\n",
" task = asyncio.current_task(loop)\n",
" task_name = get_task_name(task)\n",
" logger.debug('{} has arrived.'.format(task_name))\n",
" while not self.has_capacity():\n",
" future = loop.create_future()\n",
" self._waiting_tasks.put_nowait((task_name, future))\n",
" try:\n",
" logger.debug('{} goes to sleep state.'.format(task_name))\n",
" # 'future' must not be finished by any means other than 'set_result'.\n",
" await asyncio.wait_for(asyncio.shield(future),\n",
" timeout=1 / self._rate_per_sec)\n",
" logger.debug('{} was woken up by another task.'.format(task_name))\n",
" except asyncio.TimeoutError:\n",
" logger.debug('{} resumes from sleep state.'.format(task_name))\n",
" # When timeout conflicts with `set_result`, nothing is done.\n",
" if not future.done():\n",
" future.cancel()\n",
" # Remove the `future` in the finished state from the queue.\n",
" self._waiting_tasks.get_nowait()\n",
"\n",
" self._bucket_level += 1\n",
" logger.debug('{} has departed.'.format(task_name))\n",
"\n",
" async def __aenter__(self):\n",
" await self.acquire()\n",
" return None\n",
"\n",
" async def __aexit__(self, exc_type, exc, tb):\n",
" return None\n",
"\n",
"async def test_rate_limiter3():\n",
" #logger.setLevel(logging.DEBUG)\n",
"\n",
" #rate_limiter = RateLimiter3(5, 10) # token bucket\n",
" rate_limiter = RateLimiter3(1, 2) # leaky bucket\n",
"\n",
" async def request(url):\n",
" '''Simulate a request.'''\n",
" async with rate_limiter:\n",
" logger.info('Send request to {}.'.format(url))\n",
"\n",
" urls = ['https://foobar.com/{}.html'.format(i) for i in range(10)]\n",
"\n",
" coros = [request(url) for url in urls]\n",
" # Note that the \"fs\" argument has been changed in v4.62.0.\n",
" # https://github.com/tqdm/tqdm/pull/1212\n",
" await tqdm.tqdm.gather(*coros)\n",
"\n",
"await test_rate_limiter3()"
]
}
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