Created
March 13, 2017 16:02
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HBase benchmark
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import boto3\n", | |
| "import contextlib\n", | |
| "import concurrent\n", | |
| "import happybase\n", | |
| "from uuid import uuid4" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'172.31.10.129'" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "client = boto3.client('ec2')\n", | |
| "reservations = client.describe_instances(\n", | |
| " Filters=[{'Name': 'tag:Name',\n", | |
| " 'Values': ['telemetry-hbase']},\n", | |
| " {'Name': 'tag:aws:elasticmapreduce:instance-group-role',\n", | |
| " 'Values': ['MASTER']}])[\"Reservations\"]\n", | |
| "\n", | |
| "if len(reservations) == 0:\n", | |
| " raise Exception(\"HBase master not found!\")\n", | |
| "\n", | |
| "if len(reservations) > 1:\n", | |
| " raise Exception(\"Multiple HBase masters found!\")\n", | |
| "\n", | |
| "reservations[0][\"Instances\"][0][\"NetworkInterfaces\"][0][\"PrivateIpAddress\"]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "\n", | |
| "def query_hbase(client_id):\n", | |
| " with contextlib.closing(happybase.Connection(\"172.31.10.129\")) as connection:\n", | |
| " table = connection.table(\"main_summary\")\n", | |
| "\n", | |
| " row = list(table.scan(row_prefix=client_id.get_hex(), limit=1, columns=[\"cf\"]))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import time\n", | |
| "\n", | |
| "with concurrent.futures.ProcessPoolExecutor(max_workers=32) as executor:\n", | |
| " tot_results = []\n", | |
| " for i in range(1000):\n", | |
| " ten_uuids = list((uuid4() for _ in range(i)))\n", | |
| " t0 = time.time()\n", | |
| " results = executor.map(query_hbase, ten_uuids)\n", | |
| " t1 = time.time()\n", | |
| " tot_results.append(t1 - t0)\n", | |
| "print \"done\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "results_list = list(results)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
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| "\"\"\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "a_list = a.split(\"\\n\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
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| }, | |
| "outputs": [], | |
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| } | |
| ], | |
| "metadata": { | |
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| } |
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