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hbyd_ueba/utils/file_to_pg.py

205 lines
8.3 KiB

#!/usr/bin/python
#encoding=utf-8
# author: tangwy
import re,os,json
import codecs
from db2json import DBUtils
from datetime import datetime, timedelta
from ext_logging import logger_cron,get_clean_file_path
from dataInterface.functions import CFunction
from dataInterface.db.params import CPgSqlParam
date_pattern = re.compile(r'^\d{4}-\d{2}-\d{2}.json$')
LOG_TABLE_NAME = "ueba_analysis_schema.logs"
DATA_TYPE = {
"IP": 1,
"ACCOUNT": 2,
"INTERFACE": 3,
"MENU": 4,
}
# 获取当前日期并格式化为"年-月"
def get_current_year_month():
now = datetime.now()
return now.strftime("%Y_%m")
# 获取当前月份的第一天并格式化为"年-月-日"
def get_first_day_of_current_month():
now = datetime.now()
first_day = now.replace(day=1)
return first_day.strftime("%Y-%m-%d")
# 获取当前日期,然后计算下个月的第一天
def get_first_day_of_next_month():
now = datetime.now()
if now.month == 12:
next_month = now.replace(year=now.year+1, month=1, day=1)
else:
next_month = now.replace(month=now.month+1, day=1)
return next_month.strftime("%Y-%m-%d")
#获取表名
def get_table_name():
year_month = get_current_year_month()
return LOG_TABLE_NAME+'_'+ year_month
#获取表区间
def get_table_data_range():
start= get_first_day_of_current_month()
end = get_first_day_of_next_month()
return start,end
#创建分区表
def create_fq_table():
table_name = get_table_name()
start,end = get_table_data_range()
logger_cron.info("INSERT:准备创建分区表{},{},{}".format(table_name,start,end))
sql = """CREATE TABLE if not EXISTS {TABLE_NAME} PARTITION OF ueba_analysis_schema.logs
FOR VALUES FROM ('{START}') TO ('{END}');""".format(TABLE_NAME=table_name,START = start,END=end)
CFunction.execute(CPgSqlParam(sql))
logger_cron.info("INSERT:创建分区表完成")
#读取大文件
def read_large_json_file(filename, chunk_size=1024*1024*5): # 每次读取5MB的数据
json_object = ''
with codecs.open(filename, 'r', encoding='utf-8') as f:
while True:
chunk = f.read(chunk_size)
if not chunk:
break
json_object += chunk
data = json.loads(json_object)
return data
def get_all_files(path):
# 列出所有包含匹配模式的文件名
files = []
for filename in os.listdir(path):
if date_pattern.search(filename):
if datetime.now().strftime("%Y-%m-%d")+".json" != filename:
files.append({"filename": filename, "path": os.path.join(path,filename)})
return files
def insert_data(files):
for itemFile in files:
if os.path.exists(itemFile.get("path",'')):
data =read_large_json_file(itemFile.get("path",''))
logger_cron.info("INSERT: 准备读取聚合文件:"+itemFile.get('path',''))
logger_cron.info("INSERT: 读取聚合文件完成")
ip_list = data.get('ip', [])
account_list = data.get('account', [])
interface_list = data.get('interface', [])
menu_list = data.get('menu', [])
logger_cron.info("INSERT: IP维度 " +str(len(ip_list)))
logger_cron.info("INSERT: ACCOUNT维度 " +str(len(account_list)))
logger_cron.info("INSERT: INTERFACE维度 " +str(len(interface_list)))
logger_cron.info("INSERT: MENU维度 " +str(len(menu_list)))
basename, extension = os.path.splitext(itemFile.get('filename', ''))
log_date = basename
print ("filename:"+log_date)
records = []
for item in ip_list:
menu = item.get('menu', '')
ip = item.get('ip', '0.0.0.0')
account = item.get('account', '')
jobnum = item.get('jobnum', '')
count = item.get('count', 0)
logdate = log_date
datatype = DATA_TYPE.get("IP",1)
interface = item.get('interface', '')
records.append({"menu":menu, "ip":ip, "account":account, "jobnum":jobnum, "count":count, "logdate":logdate,"datatype":datatype,"interface":interface})
for item in account_list:
menu = item.get('menu', '')
ip = item.get('ip', '0.0.0.0')
account = item.get('account', '')
jobnum = item.get('jobnum', '')
count = item.get('count', 0)
logdate = log_date
datatype = DATA_TYPE.get("ACCOUNT",2)
interface = item.get('interface', '')
records.append({"menu":menu, "ip":ip, "account":account, "jobnum":jobnum, "count":count, "logdate":logdate,"datatype":datatype,"interface":interface})
for item in interface_list:
menu = item.get('menu', '')
ip = item.get('ip', '0.0.0.0')
account = item.get('account', '')
jobnum = item.get('jobnum', '')
count = item.get('count', 0)
logdate = log_date
datatype = DATA_TYPE.get("INTERFACE",3)
interface = item.get('interface', '')
records.append({"menu":menu, "ip":ip, "account":account, "jobnum":jobnum, "count":count, "logdate":logdate,"datatype":datatype,"interface":interface})
for item in menu_list:
menu = item.get('menu', '')
ip = item.get('ip', '0.0.0.0')
account = item.get('account', '')
jobnum = item.get('jobnum', '')
count = item.get('count', 0)
logdate = log_date
datatype = DATA_TYPE.get("MENU",4)
interface = item.get('interface', '')
records.append({"menu":menu, "ip":ip, "account":account, "jobnum":jobnum, "count":count, "logdate":logdate,"datatype":datatype,"interface":interface})
data_list=[]
for item in records:
data_list.append(item.get('menu', ''))
data_list.append(item.get('ip', ''))
data_list.append(item.get('account', ''))
data_list.append(item.get('jobnum', ''))
data_list.append(item.get('count', ''))
data_list.append(item.get('logdate', ''))
data_list.append(item.get('datatype', ''))
data_list.append(item.get('interface', ''))
sql = """INSERT INTO ueba_analysis_schema.logs(menu,ip,account,jobnum,count,logdate,data_type,interface)
VALUES {}""".format(",".join(['(%s,%s,%s,%s,%s,%s,%s,%s)' for x in records]))
CFunction.execute(CPgSqlParam(sql, params=data_list))
logger_cron.info("INSERT: 数据插入完成")
#重命名文件
logger_cron.info(itemFile.get('path',''))
logger_cron.info("done_"+itemFile.get('filename', ''))
os.rename(itemFile.get('path',''),get_clean_file_path()+"/done_"+itemFile.get('filename', ''))
logger_cron.info("INSERT: 重命名文件完成,"+itemFile.get('filename', ''))
def delete_files(directory_path):
"""
删除指定目录下所有形如 'done_YYYY-MM-DD' 的文件,
其中日期部分早于10天以前。
:param directory_path: 要检查的目录的绝对路径
"""
# 计算10天前的日期
ten_days_ago = datetime.now() - timedelta(days=10)
ten_days_ago_str = ten_days_ago.strftime('%Y-%m-%d')
# 正则表达式模式,匹配形如 YYYY-MM-DD 的文件名
date_pattern = re.compile(r'done_(\d{4}-\d{2}-\d{2})')
# 遍历目录中的文件
for filename in os.listdir(directory_path):
match = date_pattern.search(filename)
if match:
file_date_str = match.group(1)
file_date = datetime.strptime(file_date_str, '%Y-%m-%d')
# 检查文件日期是否在10天前
if file_date <= ten_days_ago:
file_path = os.path.join(directory_path, filename)
os.remove(file_path)
logger_cron.info("INSERT: 删除文件"+file_path)
def entry():
base_path = get_clean_file_path()
files = get_all_files(base_path)
logger_cron.info("INSERT:获取文件数量"+str(len(files)))
#创建分区表
create_fq_table()
#数据入库
insert_data(files)
#删除文件
delete_files(base_path)