class IPLoaderFromMG(IPLoader):
'''
load 需要定位的IP地址 -> IPContainer(StackSet)
'''
def __init__(self):
self.client = PyMongoClient()
self.IPContainer = StackSet()
def load(self):
t = threading.Thread(target=self.load_thread,
name="Thread_LoadIPFromMG")
t.setDaemon(True)
t.start()
def load_thread(self, once_sleep=30):
logger.info("IP Loader Starting.......")
_counter = 0
while True:
if self.IPContainer.size() >= 10000:
time.sleep(once_sleep)
continue
size_before = self.IPContainer.size()
cur = self.client.find(
"jh", "UserIP", {
"timestamp": {
"$gte": time.time() - 5 * 60
},
"city": {
"$exists": False
}
})
for item in cur:
ip = item["_id"]
self.IPContainer.push(ip)
_counter += 1
size_after = self.IPContainer.size()
# print self.IPContainer.items
logger.info(
"Total Read IP: %s, IPContainer has ip: %d, load ip: %d" %
(_counter, size_after, size_after - size_before))
time.sleep(once_sleep)
def iter(self):
while True:
try:
item = self.IPContainer.pop()
except IndexError:
import traceback
logger.warning("IPContainer is empty!")
time.sleep(10)
continue
yield item
def usetimeDistribute(num, appkey="BIQU_ANDROID", delta=120):
# def usetimeDistribute(num, appkey="biqu", delta=120):
curday = datetime.datetime.today().strftime("%Y%m%d")
dayStr = time.strftime("%Y-%m-%d",
time.localtime(time.time() - 86400 * num))
client = PyMongoClient()
result = {}
# for item in client.find(appkey, "uvfile", {"tm": dayStr, "jhd_userkey": userkey}):
m, n = 0, 0
for item in client.find(appkey, "uvfile", {"tm": dayStr}):
opas = ["action", "page", "in", "end"]
uid = item["jhd_userkey"]
end_sum = item["item_add"].get("end", 0)
opatms = list(
set(
reduce(
lambda a, b: a + b,
map(
lambda opa: item["item_count"].get(opa, {}).get(
"opatm", []), opas))))
opatms.sort()
opsdtsmps = map(
lambda opatm: int(
time.mktime(
time.strptime("".join([curday, opatm]), "%Y%m%d%H:%M:%S"))
), opatms)
tmp = [
0,
]
for opastamp, pos in zip(opsdtsmps, range(len(opsdtsmps) - 1)):
a = opsdtsmps[pos]
b = opsdtsmps[pos + 1]
tmp.append(b - a)
if end_sum >= 600:
print(uid, end_sum, sum([i for i in tmp if i <= delta]), tmp)
print(uid, end_sum, sum([i for i in tmp if i <= delta]), opatms)
m += 1
print(i, end_sum)
else:
print(uid, end_sum, sum([i for i in tmp if i <= delta]), tmp)
print(uid, end_sum, sum([i for i in tmp if i <= delta]), opatms)
n += 1
total_opatm = sum([i for i in tmp if i <= delta])
if total_opatm != 0:
result.setdefault(uid, total_opatm)
print(m, n)
class UserActiveWriter(ModeWriter):
def __init__(self):
self.client = PyMongoClient()
self.modename = "UserActive"
def setClient(self, client):
self.client = client
def remove(self, appkey, modename, tm):
modename = self.modename
tm = tm.replace("-", "")
# 格式化
tm = time.strftime(
"%Y%m%d", time.localtime(time.mktime(time.strptime(tm, "%Y%m%d"))))
self.client.remove(appkey, modename, {"partition_date": tm})
# def write(self, appkey, modename, curDay=time.strftime("%Y-%m-%d", time.localtime(time.time()-86400)), *args, **kwargs):
def write(self, data, appkey, modename, modetools, *args, **kwargs):
a = time.time()
modename = self.modename
curDay = kwargs["today"].replace(
"-", "") if "today" in kwargs else time.strftime(
"%Y%m%d", time.localtime(time.time() - 86400))
conn = self.client.getConn()
userActiveCollection = conn[appkey][modename]
docs = self.client.find(appkey, "UserProfile", {})
yesterday = getDay(curDay, "%Y%m%d", -1)
op = []
a = time.time()
for doc in docs:
try:
key = doc["_id"]
activelife = doc.get("activelife", [0])
firstLoginTime = doc["firstLoginTime"][:8]
login = getDayDelta(curDay, firstLoginTime) in activelife
# 查找前一天的用户活跃记录,需要配合索引提升速度db.UserActive.ensureIndex({partition_date: -1, jh_uid: 1})
userActive = userActiveCollection.find_one({
"jh_uid":
key,
"partition_date":
yesterday
})
# 构造今天的用户记录
newUserActive = UserActiveBuilder()
newUserActive.setJhdUid(key)
newUserActive.setPartitionDate(curDay)
if userActive is None:
newUserActive.setActive([1] if login else [0])
else:
userActive["active"].append(1 if login else 0)
newUserActive.setActive(userActive["active"])
# 计算衡量指标
newUserActive.setFirstLoginTime(doc["firstLoginTime"])
newUserActive.setLastLoginTime(doc["lastLoginTime"])
op.append(
ReplaceOne({
"jh_uid": key,
"partition_date": curDay
},
newUserActive.builder(),
upsert=True))
except:
import traceback
print(traceback.print_exc(), doc)
print("find cost time: %d" % int(time.time() - a))
# print("len(op): ", len(op), "yesterday: ", yesterday)
try:
if op:
userActiveCollection.bulk_write(op)
except:
import traceback
print(traceback.print_exc())
print(
"Warn: bulkStore 'UserActive' Rise a error; Switch to Single Mode"
)
for op_item in op:
try:
userActiveCollection.bulk_write([op_item])
except:
import traceback
print(traceback.print_exc())
finallyMask(appkey, modename, self.client)
print("UserActiveWriter cost seconds %.10f" % ((time.time() - a), ))
class UserProfileWriter(ModeWriter):
def __init__(self, mongo_id=1):
self.client = PyMongoClient(mongo_id=mongo_id)
self.conn = self.client.getConn()
self.modename = "UserProfile"
def setClient(self, client):
self.client = client
self.conn = self.client.getConn()
def remove(self, appkey, modename, tm):
pass
def write(self, data, appkey, modename, modetools, *args, **kwargs):
a = time.time()
curDay = kwargs["today"].replace("-", "")
fix_deltaday = getDayDelta(curDay, "20160101")
modename = self.modename
uids = data.keys()
docs = self.client.find(appkey, modename, {"_id": {"$in": uids}})
oldusers = set()
for doc in docs:
try:
# UserProfile _id 为 userkey
key = doc["_id"]
oldusers.add(key)
# 如果新添加数据比首次访问时间要早，对历史数据进行修正处理
if "lastLoginTime" in data[key]:
lastLoginTime_new = data[key]["lastLoginTime"][:8]
if "firstLoginTime" in doc and "firstLoginTime" in data[key]:
activelife = doc.get("activelife", [0])
firstLoginTime_new = data[key]["firstLoginTime"][:8]
firstLoginTime_old = doc["firstLoginTime"][:8]
if firstLoginTime_new < firstLoginTime_old:
firstLoginDelta = getDayDelta(firstLoginTime_old,
firstLoginTime_new)
doc["activelife"] = map(lambda i: i + firstLoginDelta,
activelife)
data[key] = modetools.mergeUserProfile(data[key], doc)
# 生成用户生命周期数据
firstLoginDay = data[key]["firstLoginTime"][:8]
lastLoginDay = data[key]["lastLoginTime"][:8]
dayDelta = getDayDelta(lastLoginTime_new, firstLoginDay)
data[key].setdefault("activelife", [0]) # 兼容历史数据
if dayDelta not in data[key]["activelife"]:
data[key]["activelife"].append(dayDelta)
data[key]["activelife"].sort()
# 用户绝对活跃数据，起始 日期为 2016-01-01
try:
firstlogin_deltaday = getDayDelta(firstLoginDay,
"20160101")
data[key]["activelifeabs"] = [
firstlogin_deltaday + remain_day
for remain_day in data[key]["activelife"]
]
except:
import traceback
print(traceback.print_exc())
except:
import traceback
print(traceback.print_exc())
# 设置新增版本
# for key in set(uids)-set([item["_id"] for item in docs]):
for key in set(uids) - oldusers:
data[key]["comever"] = data[key]["ver"]
# 用户绝对活跃数据，起始 日期为 2016-01-01
try:
firstLoginDay = data[key]["lastLoginTime"][:8]
firstlogin_deltaday = getDayDelta(firstLoginDay, "20160101")
data[key]["activelifeabs"] = [
firstlogin_deltaday + remain_day
for remain_day in data[key]["activelife"]
]
except:
import traceback
print(traceback.print_exc())
op = []
for key in data:
op.append(ReplaceOne({"_id": key}, data[key], True))
try:
if op:
self.client.bulkWrite(appkey, modename, op)
except:
print(
"Warn: bulkStore 'UserProfile' Rise a error; Switch to Single Mode"
)
try:
replace_onebyone(data, appkey, modename, self.client)
except:
import traceback
print(traceback.print_exc())
finallyMask(appkey, modename, self.client)
print("UserProfileWriter cost seconds %.3f" % ((time.time() - a), ))
class UserCrumbsWriter(ModeWriter):
def __init__(self, mongo_id=1):
self.client = PyMongoClient(mongo_id=mongo_id)
self.conn = self.client.getConn()
self.modename = "uvfile"
# self.store_attachmode = UserIP()
self.attachmode_storers = []
try:
# self.attachmode_storers = [UserIP(), UserProfileUpdateWriter()]
self.attachmode_storers = [UserIP()]
except:
import traceback
print(traceback.print_exc())
def setClient(self, client):
self.client = client
self.conn = self.client.getConn()
def remove(self, appkey, modename, tm):
modename = self.modename
tm = tm.replace("-", "")
tm = time.strftime(
"%Y-%m-%d", time.localtime(time.mktime(time.strptime(tm,
"%Y%m%d"))))
self.client.remove(appkey, modename, {"tm": tm})
def getMeasure(self, activelifeabs, fix_deltaday):
activelifeabs = [i for i in activelifeabs if i <= fix_deltaday]
measure = {
"last7ActiveNum": 0,
"last14ActiveNum": 0,
"last28ActiveNum": 0,
"last30ActiveNum": 0,
}
for activelifeabs_delta in activelifeabs:
delta = fix_deltaday - activelifeabs_delta
if delta <= 6:
measure["last7ActiveNum"] += 1
if delta <= 13:
measure["last14ActiveNum"] += 1
if delta <= 27:
measure["last28ActiveNum"] += 1
if delta <= 29:
measure["last30ActiveNum"] += 1
return measure
def write(self, data, appkey, modename, modetools, *args, **kwargs):
modename = self.modename
# today = kwargs["today"] if "today" in kwargs else time.strftime("%Y-%m-%d", time.localtime(time.time()-86400))
today = kwargs["today"]
today = today.replace("-", "")
uids = data.keys()
yesterday = time.strftime(
"%Y-%m-%d",
time.localtime(
time.mktime(time.strptime(today, "%Y%m%d")) - 86400))
yyyy_mm_dd = time.strftime(
"%Y-%m-%d",
time.localtime(
time.mktime(time.strptime(yesterday.replace("-", ""),
"%Y%m%d")) + 86400))
uvfile = self.client.find(
appkey, "uvfile",
OrderedDict([("tm", yyyy_mm_dd), ("jhd_userkey", {
"$in": uids
})]))
user_profile = self.client.find(appkey, "UserProfile",
{"_id": {
"$in": uids
}})
ips = set()
ip_loc = {}
try:
for uid in data:
ips = ips.union(data[uid].get("jhd_ip"))
ip_loc_cur = self.conn["jh"]["UserIP"].find(
OrderedDict([("_id", {
"$in": list(ips)
}), ("province", {
"$exists": True
}), ("city", {
"$exists": True
})]), {
"province": True,
"city": True
})
for item in ip_loc_cur:
ip = item["_id"]
province = item["province"]
city = item["city"]
if not province:
continue
if not city:
city = province
# ip_loc.setdefault(ip, "_".join([province, city]))
ip_loc.setdefault(ip, {"prov": province, "city": city})
except:
import traceback
print traceback.print_exc()
# 合并 数据
for doc in uvfile:
uid = doc["jhd_userkey"]
data[uid] = modetools.mergeUserCrumbs(doc, data[uid])
try:
ip_lis = data[uid]["jhd_ip"]
data[uid].setdefault("jhd_loc", [])
for ip in ip_lis:
loc = ip_loc.get(ip, None)
if loc and loc not in data[uid]["jhd_loc"]:
data[uid]["jhd_loc"].append(loc)
# tmp = []
# for item in data[uid]["jhd_loc"]:
# if isinstance(item, dict):
# tmp.append(item)
# data[uid]["jhd_loc"] = tmp
except:
import traceback
print traceback.print_exc()
fix_deltaday = getDayDelta(today, "20160101")
# lastActiveInterval
# firstLoginTime
for doc in user_profile:
# print("doc", doc["_id"], fix_deltaday, doc.get("activelifeabs", []))
key = doc["_id"]
tmp = {}
# 获取用户首次登录时间
tmp["firstLoginTime"] = doc.get("firstLoginTime", "unknown")
firstloginday = tmp["firstLoginTime"][:8]
activelifeabs = doc.get("activelifeabs", [])
# 获取用户最近最近活跃信息
tmp["measure"] = self.getMeasure(activelifeabs, fix_deltaday)
tmp["measure"]["firstLoginTime"] = tmp["firstLoginTime"]
# 更新数据
data[key] = dict(data[key], **tmp)
op = []
for key in data:
if "_id" not in data[key]:
data[key]["_id"] = ObjectId()
_id = data[key]["_id"]
op.append(
ReplaceOne({"_id": _id}, modetools.formatList(data[key]),
True))
try:
if op:
self.client.bulkWrite(appkey, modename, op)
except:
print(
"Warn: bulkStore 'uvfile' Rise a error; Switch to Single Mode")
try:
replace_onebyone(data, appkey, modename, self.client)
except:
import traceback
print(traceback.print_exc())
finallyMask(appkey, modename, self.client)
try:
kwargs["ip_loc"] = ip_loc
self.store_attachmode(data, appkey, modename, modetools, *args,
**kwargs)
except:
import traceback
print traceback.print_exc()
