之前在做cdn运维的时候,因为业务的特殊性(跨机房,跨ISP,跨区域),把日志集中传输到一个中心来做qos的分析不太现实,因此采用的方法是每5分钟对nginx日志进行切割,然后通过python程序计算http code的分布,并通过zabbix来实现单台机器nginx qos的监控,配合对zabbix数据库的lastvalue进行聚合,则可以监控整个cdn的流量,qos数据等,这样一般发现问题的延迟就在5分钟左右(cdn的qos敏感性不是很强),配合rsync+hadoop+hive来计算nginx的日志,也可以得到更加详细的各个维度的分析(离线数据分析),下面贴下nginx日志使用的分析脚本:

先贴下zabbix聚合脚本:

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#!/usr/bin/python
#to get webcdn totaol statistics
# -*- coding: utf8 -*-
import MySQLdb
import sys
import os
def get_total_value(sql):
    db = MySQLdb.connect(host='xxxx',user='xxxx',passwd='xxxx',db='xxxx')
    cursor = db.cursor()
    cursor.execute(sql)
    try:  
        result = cursor.fetchone()[0]
    except:
        result = 0
    cursor.close()
    db.close()
    return result
if __name__ == '__main__':
    sql = ''
    if sys.argv[1== "network_traffic":
        sql = "select round(sum(lastvalue)/(1024*1024),4) from  hosts a, items b   where key_ in ( 'net.if.out[eth1,bytes]','net.if.out[eth0,bytes]') and lower(host) like '%-cdn-cache%'  and a.hostid = b.hostid"
    elif sys.argv[1== "nginx_traffic":
        sql = "select sum(lastvalue) from  hosts a, items b   where key_ = 'log_webcdn_getvalue[traffic]'   and lower(host) like '%cdn-cache%'  and a.hostid = b.hostid"
    elif sys.argv[1== "2xxand3xx":
        sql = "select sum(lastvalue) from  hosts a, items b   where key_ in ( 'log_webcdn_getvalue[200]','log_webcdn_getvalue[300]') and lower(host) like '%-cdn-cache%'  and a.hostid = b.hostid"
    elif sys.argv[1== "4xxand5xx":
        sql = "select sum(lastvalue) from  hosts a, items b   where key_ in ( 'log_webcdn_getvalue[four]','log_webcdn_getvalue[five]') and lower(host) like '%-cdn-cache%'  and a.hostid = b.hostid"
    elif sys.argv[1== "network_ss":
        sql = "select sum(lastvalue) from  hosts a, items b   where key_ = 'network_conn' and lower(host) like '%-cdn-cache%'  and a.hostid = b.hostid"
    else:
        sys.exit(0)
#    print sql
    value = get_total_value(sql)
    print value

然后是单台的分析脚本:

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#!/usr/bin/python
#coding=utf-8
from __future__ import division
import subprocess, signal,string
import codecs
import re
import os
import time, datetime
import sys
def show_usage():
    print """
        python nginx_log_wedcdn.py result_key
        result_key could be:
        average_bodysize, response_time, sum_count, count_success, four, 403, 404, 499, five, 500, 502, 503, 200, 300, requests_second
        response_time_source, percentage_time_1, percentage_time_3, all
          """
def runCmd(command, timeout = 10):
    start = datetime.datetime.now()
    process = subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True)
    while process.poll() is None:
        time.sleep(0.2)
        now = datetime.datetime.now()
        if (now - start).seconds > timeout:
            os.kill(process.pid, signal.SIGKILL)
            os.waitpid(-1, os.WNOHANG)
            return None
    return process.stdout.readlines()
def get_old_filename():
    = datetime.datetime.now() + datetime.timedelta(minutes = -5)
    = t.strftime('%Y-%m-%d-%H')
    = t.strftime('%M')
    = int(b)//5*5
    if b < 10:
        = "0" + str(b)
    else:
        = str(b)
    = "/log/nginx/old/" + + "-%s.log.gz" % c
    #print d
    return d
def get_new_filename():
    = datetime.datetime.now() + datetime.timedelta(minutes = -5)
    = t.strftime('%Y-%m-%d-%H')
    = t.strftime('%M')
    = int(b)//5*5
    if b < 10:
        = "0" + str(b)
    else:
        = str(b)
    = "/log/nginx/old/" + + "-%s.log" % c
    #print d
    return d
def get_new2_filename():
    = datetime.datetime.now() + datetime.timedelta(minutes = -5)
    = t.strftime('%Y-%m-%d-%H')
    = t.strftime('%M')
    = int(b)//5*5
    if b < 10:
        = "0" + str(b)
    else:
        = str(b)
    = "/log/nginx/new/" + + "-%s.log" % c
    #print d
    return d
def average_flow():
    flow = 0
    flow1 = 0
    flow_ppsucai = 0
    flow_asimgs = 0
    flow_static9 = 0
    traffic = 0.0
    traffic1 = 0.0
    count = 0
    count_sucai = 0
    count_sucai_100 = 0
    count_sucai_30_100 = 0
    count_sucai_30 = 0
    count_asimgs = 0
    count_asimgs_100 = 0
    count_asimgs_30_100 = 0
    count_asimgs_30 = 0
    count_static9 = 0
    count_static9_100 = 0
    count_static9_30_100 = 0
    count_static9_30 = 0
    sum_time = 0.0
    sum_ppsucai_time = 0.0
    sum_asimgs_time = 0.0
    sum_static9_time = 0.0
    sum_time_source = 0.0
    count_200 = 0
    count_300 = 0
    count_success = 0
    count_200_backup = 0
    count_not_200_backup = 0
    id_list_200 = [200,206]
    id_list_300 = [300,301,302,303,304,305,306,307]
    id_list_success = [200,206,300,301,302,303,304,305,306,307]
    data_byte = 0
    elapsed = 0.0
    response_time = 0.0
    response_time_source = 0.0
    requests_second = 0.0
    requests_second_sucai = 0.0
    requests_second_asimgs = 0.0
    list_time_1 = []
    list_time_3 = []
    list_ip_403 = []
    list_ip_404 = []
    list_ip_415 = []
    list_ip_499 = []
    list_ip_500 = []
    list_ip_502 = []
    list_ip_503 = []
    server_list = ['"127.0.0.1:8080"','"127.0.0.1:8081"','"-"']
    file_name = get_old_filename()
    if os.path.isfile("%s" % file_name):
        Writelog(file_name)
        = os.popen("/bin/zcat %s" % file_name).readlines()
        #i = gzip.GzipFile("%s" % file_name).readlines()
    else:
        file_name = get_new_filename()
        if os.path.isfile("%s" % file_name):
            Writelog(file_name)
            = os.popen("/bin/cat %s" % file_name).readlines()
        else:
            #time.sleep(15)
            file_name = get_new2_filename()
            if os.path.isfile("%s" % file_name):
                Writelog(file_name)
                = os.popen("/bin/cat %s" % file_name).readlines()
            else:
                os.popen("rm -f /tmp/exist.txt")
                sys.exit(1)
    for line in i:
            count += 1
            try:
                domain_name = line.split()[1]
            except:
                pass  
            try:
                web_code = int(line.split()[8])
            except:
                web_code = 888
            try:
                IP = str(line.split()[0])
            except:
                pass
            try:  
                data_byte = int(line.split()[9])
                #print "data", data_byte
            except:
                data_byte = 0.0001
            try:
                elapsed = float(line.split()[-1].strip('"'))
                if elapsed == 0.000:
                    elapsed = 0.0001
            except:
                elapsed = 0.0001
            try:  
                time_source = float(line.split()[-4].strip('"'))
            except:
                time_source = 0.0
            try:
                backup_server =  str(line.split()[-3])
            except:
                pass
            flow1 += data_byte
            if web_code in id_list_success:
                flow += data_byte
                sum_time_source += time_source
                if domain_name != "ppsucai.pptv.com":
                    sum_time += elapsed
                else:
                    #print domain_name
                    sum_time += 0.000
            if web_code in id_list_200:
                #print web_code
                count_200 += 1
                if backup_server not in server_list:
                    #print web_code, backup_server
                    count_200_backup += 1
            elif web_code == 200 and date_byte == 0:
                #print line.split()[3].lstrip("[")
                WriteURLInfo(line.split()[3].lstrip("["))
                WriteURLInfo("\t")
                WriteURLInfo(line.split()[10])
                WriteURLInfo("\n")
            elif web_code in id_list_300:
                count_300 += 1
            elif web_code == 403 and IP not in list_ip_403:
                list_ip_403.append(IP)
                #print "this is the sum 403 count:", IP, len(list_ip_403)
            elif web_code == 404 and IP not in list_ip_404:
                list_ip_404.append(IP)
                #print "this is the sum 404 count:", IP, len(list_ip_404)
            elif web_code == 415 and IP not in list_ip_415:
                list_ip_415.append(IP)
                #print "this is the sum 415 count:", IP, len(list_ip_415)
            elif web_code == 499 and IP not in list_ip_499:
                list_ip_499.append(IP)
                #print "this is the sum 499 count:", IP, len(list_ip_499)
            elif web_code == 500 and IP not in list_ip_500:
                list_ip_500.append(IP)
                #print "this is the sum 500 count:", IP, len(list_ip_500)
            elif web_code == 502 and IP not in list_ip_502:
                list_ip_502.append(IP)
                #print "this is the sum 502 count:", IP, len(list_ip_502)
            elif web_code == 503 and IP not in list_ip_503:
                list_ip_503.append(IP)
                #print "this is the sum 503 count:", IP, len(list_ip_503)
            if web_code not in id_list_200 and backup_server not in server_list:
                #print web_code, backup_server
                count_not_200_backup += 1
                                                                                         
            if elapsed > 1.0 and web_code in id_list_success and IP not in list_time_1:
                list_time_1.append(IP)
            elif elapsed > 3.0 and web_code in id_list_success and IP not in list_time_3:
                list_time_3.append(IP)
                                                                                     
            if domain_name == "ppsucai.pptv.com" and web_code in id_list_success:
                download_speed_sucai = round(data_byte / elapsed / 10242)
                flow_ppsucai += data_byte
                sum_ppsucai_time += elapsed
                count_sucai += 1
                if download_speed_sucai >= 100:
                    count_sucai_100 += 1
                elif download_speed_sucai < 100 and download_speed_sucai >= 30:
                    count_sucai_30_100 += 1
                else:
                    count_sucai_30 += 1
            elif domain_name == "asimgs.pplive.cn" and web_code in id_list_success:
                download_speed_asimgs = round(data_byte / elapsed / 10242)
                flow_asimgs += data_byte
                sum_asimgs_time += elapsed
                count_asimgs += 1
                if download_speed_asimgs >= 100:
                    count_asimgs_100 += 1
                elif download_speed_asimgs < 100 and download_speed_asimgs >= 30:
                    count_asimgs_30_100 += 1
                else:
                    count_asimgs_30 += 1
            elif domain_name == "static9.pplive.cn" and web_code in id_list_success:
                download_speed_static9 = round(data_byte / elapsed / 10242)
                flow_static9 += data_byte
                sum_static9_time += elapsed
                count_static9 += 1
                if download_speed_static9 >= 100:
                    count_static9_100 += 1
                elif download_speed_static9 < 100 and download_speed_static9 >= 30:
                    count_static9_30_100 += 1
                else:
                    count_static9_30 += 1
        #else:
            #break
    try:
        traffic = round((flow*1.07*8)/300/1024/10242)
        #traffic1 = round((flow1*1.07)/300/1024/1024, 2)
        #print traffic, traffic1
        #traffic1 = round(flow/sum_time/1024/1024, 2)
        count_success = count_200 + count_300
        response_time = round(sum_time/count_success, 2)
        response_time_source = round(sum_time_source/count_success, 2)
        requests_second = round(count_success/3002)
        if sum_ppsucai_time == 0.0:
            sum_ppsucai_time = 0.0001
        if sum_asimgs_time == 0.0:
            sum_asimgs_time = 0.0001
        #print sum_static9_time
        if sum_static9_time == 0.0:
            sum_static9_time = 0.0001
        traffic_ppsucai = round(flow_ppsucai/sum_ppsucai_time/10242)
        traffic_asimgs = round(flow_asimgs/sum_asimgs_time/10242)
        traffic_static9 = round(flow_static9/sum_static9_time/10242)
        #print "flow_static:", flow_static9, "traffic_static9", traffic_static9
        average_bodysize = round((flow/count_success)/10242)
        percentage_time_1 = round(len(list_time_1)/count_success*1002)
        percentage_time_3 = round(len(list_time_3)/count_success*1002)
        if count_sucai == 0:
            count_sucai = 0.0001
        percentage_sucai_100 = round(count_sucai_100/count_sucai*1002)
        percentage_sucai_30_100 = round(count_sucai_30_100/count_sucai*1002)
        percentage_sucai_30 = round(count_sucai_30/count_sucai*1002)
        if count_asimgs == 0:
            count_asimgs = 0.0001
        percentage_asimgs_100 = round(count_asimgs_100/count_asimgs*1002)
        percentage_asimgs_30_100 = round(count_asimgs_30_100/count_asimgs*1002)
        percentage_asimgs_30 = round(count_asimgs_30/count_asimgs*1002)
        #print count_static9
        if count_static9 == 0:
            count_static9 = 0.0001
        percentage_static9_100 = round(count_static9_100/count_static9*1002)
        #print count_static9_100, "100", percentage_static9_100
        percentage_static9_30_100 = round(count_static9_30_100/count_static9*1002)
        #print count_static9_30_100, "30-100", percentage_static9_30_100
        percentage_static9_30 = round(count_static9_30/count_static9*1002)
        #print count_static9_30, "30", percentage_static9_30
        requests_second_sucai = round(count_sucai/3002)
        requests_second_asimgs = round(count_asimgs/3002)
        requests_second_static9 = round(count_static9/3002)
        #print requests_second_static9
        #print count, "this is the count of 2xx_backup:", count_200_backup,"%", round(count_200_backup/count, 4),"this is the count of !2xx_backup:", count_not_200_backup, round(count_not_200_backup/count, 4)
        percentage_200_backup = round(count_200_backup/count*1002)
        percentage_not_200_backup = round(count_not_200_backup/count*1002)
        return average_bodysize, response_time, count, count_success, len(list_ip_403), len(list_ip_404), len(list_ip_499), len(list_ip_500), len(list_ip_502), len(list_ip_503), count_200, count_300, requests_second, response_time_source, len(list_time_1), len(list_time_3), percentage_time_1, percentage_time_3,count_sucai,percentage_sucai_100, percentage_sucai_30_100, percentage_sucai_30, requests_second_sucai, count_asimgs, percentage_asimgs_100, percentage_asimgs_30_100, percentage_asimgs_30, requests_second_asimgs, traffic_ppsucai, traffic_asimgs, traffic, traffic_static9, count_static9, percentage_static9_100, percentage_static9_30_100, percentage_static9_30, requests_second_static9, percentage_200_backup, percentage_not_200_backup, len(list_ip_415)
    except:
        return 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
def log_files(pwd):
        log_file_list = []
        files = os.popen("ls %s" % pwd).readlines()
        for in files:
                if x.strip().endswith("log"):
                        log_file_list.append(x.strip())
        return log_file_list
def result_dic():
    list = average_flow()
    #print list
#   print list
    result = {}
    result['average_bodysize'= list[0]
    result['response_time'= list[1]
    result['sum_count'= list[2]
    result['count_success'= list[3]
    result['four'= list[4+ list[5+ list[6+ list[39]
#   print 'four','=','%s' % list[4],'+','%s' % list[5],'+','%s' % list[6],'+','%s' % list[39], result['four']
    result['403'= list[4]
#   print '403', result['403']
    result['404'= list[5]
#   print '404', result['404']
    result['499'= list[6]
#   print '499', result['499']
    result['415'= list[39]
#   print '415', result['415']
    result['five'= list[7+ list[8+ list[9]
    result['500'= list[7]
    result['502'= list[8]
    result['503'= list[9]
    result['200'= list[10]
    result['300'= list[11]
    result['requests_second'= list[12]
    result['response_time_source'= list[13]
    result['percentage_time_1'= list[16]
    result['percentage_time_3'= list[17]
    result['count_sucai'= list[18]
    result['percentage_sucai_100'= list[19]
    result['percentage_sucai_30_100'= list[20]
    result['percentage_sucai_30'= list[21]
    result['requests_second_sucai'= list[22]
    result['count_asimgs'= list[23]
    result['percentage_asimgs_100'= list[24]
    result['percentage_asimgs_30_100'= list[25]
    result['percentage_asimgs_30'= list[26]
    result['requests_second_asimgs'= list[27]
    result['traffic_ppsucai'= list[28]
    result['traffic_asimgs'= list[29]
    result['traffic'= list[30]
    result['traffic_static9'= list[31]
    result['count_static9'= list[32]
    result['percentage_static9_100'= list[33]
    result['percentage_static9_30_100'= list[34]
    result['percentage_static9_30'= list[35]
    result['requests_second_static9'= list[36]
    result['percentage_200_backup'= list[37]
    result['percentage_not_200_backup'= list[38]
    result['all'= list
    return result
def Writelog(msg):
    = open("/log/nginx/qos_result_new"+".log","aw")
    o.write(time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()) + ":" + msg + "\n")
    o.close()
def WriteTmpInfo(msg):
    = open("/tmp/webcdnqos_result"+".txt","aw+")
    o.write(msg+"\n")
    o.close()
def WriteURLInfo(msg):
    today = datetime.date.today()
    = open("/tmp/webcdnqos_url_%s" % today.strftime('%Y-%m-%d'+ ".log","aw")
#   o.write(time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()) + "    " +msg+"\n")
    o.write(msg)
    o.close()
if __name__ == "__main__":
    if len(sys.argv) < 2:
        show_usage()
        os.popen("rm -f /tmp/exist.txt")
            sys.exit(1)
    else:
        if os.path.isfile("/tmp/exist.txt"):
            sys.exit(1)
        else:
            os.popen("echo 'hello' > /tmp/exist.txt")
            result_key = sys.argv[1]
            status = result_dic()
            os.popen(">/tmp/webcdnqos_result.txt")
            print status[result_key]
            Writelog(str(status[result_key]))
            for in status.keys():
                WriteTmpInfo(str(i)+"="+str(status[i]))
            os.popen("rm -f /tmp/exist.txt")

本文转自菜菜光 51CTO博客,原文链接:http://blog.51cto.com/caiguangguang/1371902,如需转载请自行联系原作者