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Utils.py
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#import paramiko import re, random #import boto #import boto.ec2 #from euca2ools import Euca2ool, InstanceValidationError, ConnectionFailed, FileValidationError from pysqlite2 import dbapi2 as sqlite #import sys, os import os, logging, errno from ConfigParser import ConfigParser #from scipy.interpolate import InterpolatedUnivariateSpline from scipy.interpolate import UnivariateSpline from collections import OrderedDict from Instance import Instance import numpy as np class Utils(object): ''' This class holds utility functions. ''' def __init__(self,properties_file): self.read_properties(properties_file) self.mac_ip_mapping = { |
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"vm40.delab.csd.auth.gr":("e4:dd:4a:c2:36:33","192.168.1.40"), "vm41.delab.csd.auth.gr":("73:3d:a0:aa:4e:bf","192.168.1.41"), "vm42.delab.csd.auth.gr":("a2:da:bb:32:01:02","192.168.1.42"), "vm43.delab.csd.auth.gr":("b2:50:a9:ac:12:19","192.168.1.43"), "vm44.delab.csd.auth.gr":("31:65:3b:77:11:78","192.168.1.44"), "vm45.delab.csd.auth.gr":("d2:a5:e5:33:cf:09","192.168.1.45"), "vm46.delab.csd.auth.gr":("29:72:ff:69:cc:c7","192.168.1.46"), "vm47.delab.csd.auth.gr":("5e:72:9d:12:25:3a","192.168.1.47"), "vm48.delab.csd.auth.gr":("45:fa:7b:a3:c2:5b","192.168.1.48"), "vm49.delab.csd.auth.gr":("99:0d:28:13:69:97","192.168.1.49"), |
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"vm50.delab.csd.auth.gr":("a6:89:d4:1b:6d:21","192.168.1.50"), "vm51.delab.csd.auth.gr":("36:86:86:3c:01:6d","192.168.1.51"), "vm52.delab.csd.auth.gr":("44:66:11:45:bf:aa","192.168.1.52"), "vm53.delab.csd.auth.gr":("f0:37:d7:e2:1f:d1","192.168.1.53"), "vm54.delab.csd.auth.gr":("00:b8:a2:a0:af:70","192.168.1.54"), "vm55.delab.csd.auth.gr":("9c:66:ab:89:32:cc","192.168.1.55"), "vm56.delab.csd.auth.gr":("98:43:bd:58:34:b1","192.168.1.56"), "vm57.delab.csd.auth.gr":("1c:45:09:a7:f4:e9","192.168.1.57"), "vm58.delab.csd.auth.gr":("d6:40:d1:6a:e8:b8","192.168.1.58"), "vm59.delab.csd.auth.gr":("e8:cb:ef:24:06:93","192.168.1.59"), "vm60.delab.csd.auth.gr":("72:46:86:76:ed:bf","192.168.1.60"), "vm61.delab.csd.auth.gr":("e4:44:2d:a2:c4:0f","192.168.1.61"), "vm62.delab.csd.auth.gr":("34:5e:9e:ba:a7:cf","192.168.1.62"), "vm63.delab.csd.auth.gr":("00:e5:78:bf:e5:b8","192.168.1.63"), "vm64.delab.csd.auth.gr":("1e:72:d2:c8:f3:a7","192.168.1.64"), "vm65.delab.csd.auth.gr":("4a:f0:da:97:65:ef","192.168.1.65"), "vm66.delab.csd.auth.gr":("0c:a0:a8:54:f4:5a","192.168.1.66"), "vm67.delab.csd.auth.gr":("f4:61:40:9a:11:8c","192.168.1.67"), "vm68.delab.csd.auth.gr":("e2:c0:b4:8d:96:f8","192.168.1.68"), "vm69.delab.csd.auth.gr":("de:f1:08:d6:62:62","192.168.1.69"), "vm70.delab.csd.auth.gr":("86:50:cf:f8:10:ff","192.168.1.70"), "vm71.delab.csd.auth.gr":("e2:15:66:9a:6a:65","192.168.1.71"), "vm72.delab.csd.auth.gr":("18:56:1c:f7:5f:05","192.168.1.72"), "vm73.delab.csd.auth.gr":("a6:53:94:09:7c:84","192.168.1.73"), "vm74.delab.csd.auth.gr":("f6:d3:3d:53:ca:04","192.168.1.74"), "vm75.delab.csd.auth.gr":("e8:c2:49:ac:52:4c","192.168.1.75"), "vm76.delab.csd.auth.gr":("38:ac:45:43:20:22","192.168.1.76"), "vm77.delab.csd.auth.gr":("86:48:d8:7a:16:c4","192.168.1.77"), "vm78.delab.csd.auth.gr":("1a:00:1b:91:6c:bf","192.168.1.78"), "vm79.delab.csd.auth.gr":("20:cf:31:a7:bf:c5","192.168.1.79"), |
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"vm80.delab.csd.auth.gr":("36:9b:a9:49:76:05","192.168.1.80"), "vm81.delab.csd.auth.gr":("C4:C2:A5:02:AD:E3","192.168.1.81"), "vm82.delab.csd.auth.gr":("34:BF:73:B3:9D:EF","192.168.1.82"), "vm83.delab.csd.auth.gr":("18:69:D3:06:C5:78","192.168.1.83"), "vm84.delab.csd.auth.gr":("9A:4E:1E:EA:29:68","192.168.1.84"), "vm85.delab.csd.auth.gr":("F6:EE:BC:3B:AB:AF","192.168.1.85"), "vm86.delab.csd.auth.gr":("FE:1E:32:02:0F:56","192.168.1.86"), "vm87.delab.csd.auth.gr":("6E:98:16:C7:8A:D3","192.168.1.87"), "vm88.delab.csd.auth.gr":("3E:52:A7:B1:9B:7A","192.168.1.88"), "vm89.delab.csd.auth.gr":("4C:04:95:BA:EC:82","192.168.1.89"), "vm90.delab.csd.auth.gr":("E4:46:51:70:E1:BA","192.168.1.90"), "vm91.delab.csd.auth.gr":("A2:66:B2:37:E0:6F","192.168.1.91"), "vm92.delab.csd.auth.gr":("02:A9:83:64:4D:50","192.168.1.92"), "vm93.delab.csd.auth.gr":("78:18:73:B0:44:71","192.168.1.93"), "vm94.delab.csd.auth.gr":("08:D2:28:67:AD:8D","192.168.1.94"), "vm95.delab.csd.auth.gr":("C0:44:25:C0:E5:C6","192.168.1.95"), "vm96.delab.csd.auth.gr":("D2:89:2E:89:44:96","192.168.1.96"), "vm97.delab.csd.auth.gr":("AA:7E:4A:3A:32:68","192.168.1.97"), "vm98.delab.csd.auth.gr":("3E:B8:A0:96:BF:30","192.168.1.98"), "vm99.delab.csd.auth.gr":("20:DA:56:86:29:13","192.168.1.99") |
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} self.free_ips = self.mac_ip_mapping.keys() def getFree_dns_names(self, count, occupied=[]): names = [] for ip in occupied: if ip in self.free_ips: self.free_ips.remove(ip) if (count <= len(self.free_ips)): for i in range(0,count): names.append(self.free_ips.pop()) else: print "no available dns_names" return names def return_instance_from_tuple(self, tuple): instance = Instance(tuple[0], tuple[1], tuple[2], tuple[3], tuple[4], tuple[5], tuple[6], tuple[7], tuple[8], tuple[9], tuple[10],tuple[11]); return instance def query_instance_db(self, pattern): """ A helpful search for the sqlite db - returns instances""" search_field = None search_field1 = None if re.match('i-', pattern): ## looking by instance id search_field = "id" else: if re.match('emi-', pattern): ## looking by image id search_field = "image_id" else: if pattern.find(".") != -1: ## looking by ip search_field = "public_dns_name" search_field1 = "private_dns_name" else: ## looking by state search_field = "state" instances = [] ## read from the local database con = sqlite.connect(self.db_file) cur = con.cursor() instancesfromDB = [] if search_field1 : try: instancesfromDB = cur.execute('select * from instances where ' + search_field +"=\"" + pattern + "\" OR " + search_field1 + "=\"" + pattern + "\"" ).fetchall() except sqlite.DatabaseError: con.rollback() else: try: instancesfromDB = cur.execute('select * from instances where ' + search_field +"=\"" + pattern + "\"").fetchall() except sqlite.DatabaseError: con.rollback() cur.close() con.close() for instancefromDB in instancesfromDB: instances.append(self.return_instance_from_tuple(instancefromDB)) return instances def query_instance_db_using_id(self, pattern): print "pattern: "+ str(pattern) """ A helpful search for the sqlite db - returns instances""" search_field = "ip_address" instances = [] ## read from the local database con = sqlite.connect(self.db_file) cur = con.cursor() instancesfromDB = [] try: instancesfromDB = cur.execute('select * from instances where ' + search_field +"=\"" + pattern + "\"").fetchall() except sqlite.DatabaseError: con.rollback() cur.close() con.close() for instancefromDB in instancesfromDB: instances.append(self.return_instance_from_tuple(instancefromDB)) return instances def refresh_instance_db(self, instances): ## Update instance DB with provided instances (removes all previous entries!) con = sqlite.connect(self.db_file) cur = con.cursor() try: cur.execute('delete from instances' ) con.commit() except sqlite.DatabaseError: print "ERROR in truncate" for instance in instances: try: cur.execute(""" insert into instances(id, image_id, dns_name, ip_address, mac_address, vpn, state, instance_type, launch_time, placement, username, password) values (?,?,?,?,?,?,?,?,?,?,?,?)""", (instance.id, instance.image_id, instance.dns_name, instance.ip_address, instance.mac_address, instance.vpn, instance.state, instance.instance_type, instance.launch_time, instance.placement,instance.username,instance.password) ) con.commit() except sqlite.DatabaseError, e: print e.message print "ERROR in insert" cur.close() con.close() def add_to_instance_db(self, instances): ## Update instance DB with provided instances (keeps previous entries!) con = sqlite.connect(self.db_file) cur = con.cursor() for instance in instances: try: cur.execute(""" insert into instances(id, image_id, public_dns_name, private_dns_name,private_ip_address_2,state, key_name, ami_launch_index, product_codes,instance_type, launch_time, placement, kernel, ramdisk ) values (?,?,?,?,?,?,?,?,?,?,?,?,?,?)""", (instance.id, instance.image_id,instance.public_dns_name,instance.private_dns_name,instance.private_ip_address_2, instance.state, instance.key_name,instance.ami_launch_index,instance.product_codes,instance.instance_type, instance.launch_time,instance.placement,instance.kernel,instance.ramdisk) ) con.commit() except sqlite.DatabaseError, e: print e.message print "ERROR in insert" cur.close() con.close() ######################################################## ## Cluster DB functions ######################################################## def delete_cluster_from_db(self, clusterid = "default"): con = sqlite.connect(self.db_file) cur = con.cursor() try: cur.execute('delete from clusters where cluster_id=\"'+clusterid+"\"") con.commit() except sqlite.DatabaseError: print "ERROR in truncate" cur.close() con.close() def refresh_cluster_db(self, cluster=None): ## Update cluster DB with provided cluster (removes all previous entries!) con = sqlite.connect(self.db_file) cur = con.cursor() try: cur.execute('delete from clusters' ) con.commit() except sqlite.DatabaseError: print "ERROR in truncate" for (clusterkey,clustervalue) in cluster.items(): try: cur.execute(""" insert into clusters(cluster_id, hostname, ip_address) values (?,?,?)""", (clusterkey, clustervalue.id, clustervalue.ip_address) ) con.commit() clusters = cur.execute('select * from clusters',).fetchall() con.commit() print "clusters refresh" + str(clusters); except sqlite.DatabaseError, e: print e.message print "ERROR in insert" cur.close() con.close() def get_cluster_from_db(self, cluster_id=None): if not cluster_id: print "Got to provide cluster id!!!" else: con = sqlite.connect(self.db_file) cur = con.cursor() try: clusterfromDB = cur.execute('select * from clusters where cluster_id = \"'+cluster_id+"\"" ).fetchall() con.commit() except sqlite.DatabaseError: print "ERROR in select" return None if len(clusterfromDB) < 1: print "Have not found the requested cluster - exiting." else: ## build a cluster object cluster = {} for clusternode in clusterfromDB: print (clusternode[2]) ## query db to get the corresponding instance instance = self.query_instance_db_using_id(clusternode[2]) ## Populate cluster if instance in db if instance: cluster[clusternode[1]] = instance[0] # print cluster # print "Instance:", instance # sys.stdout.flush() return cluster return None def get_cluster(self, cluster_id=None): if not cluster_id: print "Got to provide cluster id!!!" else: con = sqlite.connect(self.db_file) cur = con.cursor() try: clusterfromDB = cur.execute('select * from clusters where cluster_id = \"'+cluster_id+"\"" ).fetchall() con.commit() except sqlite.DatabaseError: print "ERROR in select" return None if len(clusterfromDB) < 1: print "Have not found the requested cluster - exiting." else: return clusterfromDB return None def get_instance_from_cluster_db(self, cluster_id=None, hostname=None): if (not cluster_id) or (not hostname): print "Got to provide cluster id and hostname!!!" else: con = sqlite.connect(self.db_file) cur = con.cursor() try: instanceFromClusterDB = cur.execute('select * from clusters where cluster_id = \"'+cluster_id+'\" and hostname = \"'+hostname+'\"' ).fetchall() con.commit() except sqlite.DatabaseError: print "ERROR in select" return None if len(instanceFromClusterDB) < 1: print "Have not found the requested instance fromcluster - exiting." else: return instanceFromClusterDB[0] return None def get_num_of_running_instances(self, cluster_id=None): con = sqlite.connect(self.db_file) cur = con.cursor() try: instanceFromClusterDB = cur.execute('select * from clusters where cluster_id = \"'+cluster_id+'\"').fetchall() con.commit() return len(instanceFromClusterDB) except sqlite.DatabaseError: print "ERROR in select" return 0 def add_to_cluster_db(self, cluster=None, cluster_id=None): ## Add cluster to DB (check for existing records with the same id and remove) con = sqlite.connect(self.db_file) cur = con.cursor() try: cur.execute('delete from clusters where cluster_id = \"'+cluster_id+"\"" ) con.commit() except sqlite.DatabaseError: print "No previous entries" for (clusterkey,clustervalue) in cluster.items(): try: cur.execute(""" insert into clusters(cluster_id, hostname, ip_address) values (?,?,?)""", (cluster_id, clusterkey, clustervalue.ip_address) ) con.commit() except sqlite.DatabaseError, e: print e.message print "ERROR in insert" cur.close() con.close() def rem_from_cluster_db(self, cluster_id=None, hostname=None): ## Add cluster to DB (check for existing records with the same id and remove) con = sqlite.connect(self.db_file) cur = con.cursor() try: cur.execute('delete from clusters where cluster_id = \"'+cluster_id+"\" and hostname = \""+hostname+"\"" ) con.commit() except sqlite.DatabaseError: print "Error in delete" cur.close() con.close() def get_hostname(self, cluster_id=None, ip_address=None): con = sqlite.connect(self.db_file) cur = con.cursor() try: hostnames = cur.execute('select hostname from clusters where cluster_id = \"'+cluster_id+"\" and ip_address = \""+ip_address+"\"" ).fetchall() con.commit() return hostnames[0] except sqlite.DatabaseError: print "Error in delete" return [] cur.close() con.close() def mkdir_p(self,path): try: os.makedirs(path) except OSError as exc: # Python >2.5 if exc.errno == errno.EEXIST and os.path.isdir(path): pass else: raise def median(self, mylist): sorts = sorted(mylist) length = len(sorts) if not length % 2: return (sorts[length / 2] + sorts[length / 2 - 1]) / 2.0 return sorts[length / 2] def interpolate_metrics(self, memory, state, cur_lambda): state = str(state) lambdaDict = {} throughputList = [] latencyList = [] #the maximum from the smaller lambdas max_smaller_lambda = [-1,0,0,0] #the minimum from the greater lambdas min_greater_lambda = [-1,0,0,0] for j in memory[state]['arrayMeas']: if cur_lambda <= j[0]: if (j[0] <= min_greater_lambda[0] or min_greater_lambda[0] == -1): min_greater_lambda = j else: if (j[0] >= max_smaller_lambda[0] or max_smaller_lambda[0] == -1): max_smaller_lambda = j if j[0] in lambdaDict: lambdaDict[j[0]][0].append(j[1]) lambdaDict[j[0]][1].append(j[2]) else: lambdaDict[j[0]] = ([j[1]],[j[2]]) ordered_lambda = OrderedDict(sorted(lambdaDict.items())) throughputList = [] latencyList = [] for l in ordered_lambda.values(): throughputList.append(self.median(l[0])) latencyList.append(self.median(l[1])) if (min_greater_lambda[0] == -1) or (max_smaller_lambda[0] == -1): # print state # print cur_lambda # print str(memory[state]['arrayMeas']) # print "ordered set -> " + str(ordered_lambda) fc_thr = UnivariateSpline(ordered_lambda.keys(),throughputList, k=1) thr = fc_thr(cur_lambda) fc_lat = UnivariateSpline(ordered_lambda.keys(),latencyList, k=1) lat = fc_lat(cur_lambda) else: thr = np.interp(cur_lambda,ordered_lambda.keys(),throughputList) lat = np.interp(cur_lambda,ordered_lambda.keys(),latencyList) return (thr, lat) # def thr(self, vm, inlambda): # if(3000*vm<inlambda) : # return (3000.0*vm - 0.03*inlambda + self.myR(-0.05*(3000.0*vm - 0.03*inlambda),0.0)); # else: # return inlambda+self.myR(-0.1*inlambda, 0.0); # def lat(self, vm, inlambda): # if(8000*vm<inlambda): # return (4*vm)+0.00001*(inlambda-8000.0*vm)*(inlambda-8000.0*vm)+self.myR(0.0, 0.000001*(inlambda-8000.0*vm)*(inlambda-8000.0*vm)); # else: # return (0.0005*inlambda + self.myR(0.0, 10.0)); # def myR(self, apo,ews): # return ((ews-apo)*random.uniform(0,1))+apo; def read_properties(self, property_file="Coordinator.properties"): """ process properties file """ ## Reads the configuration properties cfg = ConfigParser() cfg.read(property_file) self.install_dir = cfg.get("config", "install_dir") self.logs_folder_name = 'logs' #self.euca_rc_dir = cfg.get("config", "euca_rc_dir") self.bucket_name = cfg.get("config", "bucket_name") self.master_bucket_name = cfg.get("config", "master_bucket_name") self.instance_type = cfg.get("config", "instance_type") self.master_instance_type = cfg.get("config", "master_instance_type") self.cluster_name = cfg.get("config", "cluster_name") self.hostname_template = cfg.get("config", "hostname_template") self.cluster_type = cfg.get("config", "cluster_type") self.db_file = cfg.get("config", "db_file") self.cloud_api_type = cfg.get("config", "cloud_api_type") self.rabbit_maxmem = int(cfg.get("config", "rabbit_maxmem")) self.panther_maxmem = int(cfg.get("config", "panther_maxmem")) self.deer_maxmem = int(cfg.get("config", "deer_maxmem")) self.anaconda_maxmem = int(cfg.get("config", "anaconda_maxmem")) self.initial_cluster_size = int(cfg.get("config", "initial_cluster_size")) self.ownerTag = cfg.get("config", "ownerTag") self.reconfigure = eval(cfg.get("config", "reconfigure")) if(self.cloud_api_type == 'ganeti'): self.disk = self.instance_type.split('_')[0] self.cpu = self.instance_type.split('_')[1] self.ram = self.instance_type.split('_')[2] self.m_disk = self.master_instance_type.split('_')[0] self.m_cpu = self.master_instance_type.split('_')[1] self.m_ram = self.master_instance_type.split('_')[2] self.logging_level = logging.DEBUG if cfg.get("config","logging_level") == "debug" else logging.INFO; |