class ArticleTypeSetting(db.Model):
__tablename__ = 'articleTypeSettings'
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(64), unique=True)
protected = db.Column(db.Boolean, default=False)
hide = db.Column(db.Boolean, default=False)
types = db.relationship('ArticleType', backref='setting', lazy='dynamic')
@staticmethod
def insert_system_setting():
system = ArticleTypeSetting(name='system', protected=True, hide=True)
db.session.add(system)
db.session.commit()
@staticmethod
def insert_default_settings():
system_setting = ArticleTypeSetting(name='system',
protected=True,
hide=True)
common_setting = ArticleTypeSetting(name='common',
protected=False,
hide=False)
db.session.add(system_setting)
db.session.add(common_setting)
db.session.commit()
@staticmethod
def return_setting_hide():
return [(2, u'公开'), (1, u'隐藏')]
def __repr__(self):
return '<ArticleTypeSetting %r>' % self.name
class Menu(db.Model):
__tablename__ = 'menus'
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(64), unique=True)
types = db.relationship('ArticleType', backref='menu', lazy='dynamic')
order = db.Column(db.Integer, default=0, nullable=False)
def sort_delete(self):
for menu in Menu.query.order_by(Menu.order).offset(self.order).all():
menu.order -= 1
db.session.add(menu)
@staticmethod
def insert_menus():
menus = [u'Web开发', u'数据库', u'网络技术', u'爱生活，爱自己', u'Linux世界', u'开发语言']
for name in menus:
menu = Menu(name=name)
db.session.add(menu)
db.session.commit()
menu.order = menu.id
db.session.add(menu)
db.session.commit()
@staticmethod
def return_menus():
menus = [(m.id, m.name) for m in Menu.query.all()]
menus.append((-1, u'不选择导航（该分类将单独成一导航）'))
return menus
def __repr__(self):
return '<Menu %r>' % self.name
class Follow(db.Model):
__tablename__ = 'follows'
follower_id = db.Column(db.Integer,
db.ForeignKey('comments.id'),
primary_key=True)
followed_id = db.Column(db.Integer,
db.ForeignKey('comments.id'),
primary_key=True)
class Log(BaseModel):
"""用户对于物品的操作记录（购买，查看，评价等）"""
eventId = db.Column("event_id",
db.Integer,
db.ForeignKey("event.id"),
nullable=False,
comment="事件名称")
itemId = db.Column("item_id", db.Integer, nullable=False, comment="物品ID")
userId = db.Column("user_id", db.Integer, nullable=False, comment="用户ID")
class User(BaseModel):
"""用户"""
userName = db.Column("user_name",
db.String(128),
comment="用户名",
nullable=True)
userId = db.Column("user_id", db.Integer, comment="用户ID")
def __init__(self, user_name, user_id):
self.userName = user_name
self.userId = user_id
class ChromePlugin(db.Model):
__tablename__ = 'chrome_plugin'
id = db.Column(db.Integer, primary_key=True)
plugin_id = db.Column(db.String(128))
name = db.Column(db.String(256))
short_desc = db.Column(db.Text)
description = db.Column(db.Text)
cover_image = db.Column(db.String(512))
image_group = db.Column(db.Text)
crx_url = db.Column(db.String(512))
create_time = db.Column(db.DateTime, index=True, default=datetime.utcnow)
update_time = db.Column(db.DateTime, index=True, default=datetime.utcnow)
class ArticleType(db.Model):
__tablename__ = 'articleTypes'
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(64), unique=True)
introduction = db.Column(db.Text, default=None)
articles = db.relationship('Article',
backref='articleType',
lazy='dynamic')
menu_id = db.Column(db.Integer, db.ForeignKey('menus.id'), default=None)
setting_id = db.Column(db.Integer, db.ForeignKey('articleTypeSettings.id'))
@staticmethod
def insert_system_articleType():
articleType = ArticleType(
name=u'未分类',
introduction=u'系统默认分类，不可删除。',
setting=ArticleTypeSetting.query.filter_by(protected=True).first())
db.session.add(articleType)
db.session.commit()
@staticmethod
def insert_articleTypes():
articleTypes = [
'Python', 'Java', 'JavaScript', 'Django', 'CentOS', 'Ubuntu',
'MySQL', 'Redis', u'Linux成长之路', u'Linux运维实战', u'其它', u'思科网络技术',
u'生活那些事', u'学校那些事', u'感情那些事', 'Flask'
]
for name in articleTypes:
articleType = ArticleType(name=name,
setting=ArticleTypeSetting(name=name))
db.session.add(articleType)
db.session.commit()
@property
def is_protected(self):
if self.setting:
return self.setting.protected
else:
return False
@property
def is_hide(self):
if self.setting:
return self.setting.hide
else:
return False
# if the articleType does not have setting,
# its is_hie and is_protected property will be False.
def __repr__(self):
return '<Type %r>' % self.name
class BlogInfo(db.Model):
__tablename__ = 'blog_info'
id = db.Column(db.Integer, primary_key=True)
title = db.Column(db.String(64))
signature = db.Column(db.Text)
navbar = db.Column(db.String(64))
@staticmethod
def insert_blog_info():
blog_mini_info = BlogInfo(title=u'开源博客系统Blog_mini',
signature=u'让每个人都轻松拥有可管理的个人博客！— By xpleaf',
navbar='inverse')
db.session.add(blog_mini_info)
db.session.commit()
class Article(db.Model):
__tablename__ = 'articles'
id = db.Column(db.Integer, primary_key=True)
title = db.Column(db.String(256), unique=True)
ref_url = db.Column(db.String(256), unique=True)
content = db.Column(db.Text)
summary = db.Column(db.Text)
create_time = db.Column(db.DateTime, index=True, default=datetime.utcnow)
update_time = db.Column(db.DateTime, index=True, default=datetime.utcnow)
num_of_view = db.Column(db.Integer, default=0)
articleType_id = db.Column(db.Integer, db.ForeignKey('articleTypes.id'))
source_id = db.Column(db.Integer, db.ForeignKey('sources.id'))
comments = db.relationship('Comment', backref='article', lazy='dynamic')
@staticmethod
def generate_fake(count=100):
from sqlalchemy.exc import IntegrityError
from random import seed, randint
import forgery_py
seed()
articleType_count = ArticleType.query.count()
source_count = Source.query.count()
for i in range(count):
aT = ArticleType.query.offset(randint(0, articleType_count -
1)).first()
s = Source.query.offset(randint(0, source_count - 1)).first()
a = Article(title=forgery_py.lorem_ipsum.title(randint(3, 5)),
content=forgery_py.lorem_ipsum.sentences(
randint(15, 35)),
summary=forgery_py.lorem_ipsum.sentences(randint(2,
5)),
num_of_view=randint(100, 15000),
articleType=aT,
source=s)
db.session.add(a)
try:
db.session.commit()
except IntegrityError:
db.session.rollback()
@staticmethod
def add_view(article, db):
article.num_of_view += 1
db.session.add(article)
db.session.commit()
def __repr__(self):
return '<Article %r>' % self.title
class BlogView(db.Model):
__tablename__ = 'blog_view'
id = db.Column(db.Integer, primary_key=True)
num_of_view = db.Column(db.BigInteger, default=0)
@staticmethod
def insert_view():
view = BlogView(num_of_view=0)
db.session.add(view)
db.session.commit()
@staticmethod
def add_view(db):
view = BlogView.query.first()
view.num_of_view += 1
db.session.add(view)
db.session.commit()
class Source(db.Model):
__tablename__ = 'sources'
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(64), unique=True)
articles = db.relationship('Article', backref='source', lazy='dynamic')
@staticmethod
def insert_sources():
sources = (u'原创', u'转载', u'翻译')
for s in sources:
source = Source.query.filter_by(name=s).first()
if source is None:
source = Source(name=s)
db.session.add(source)
db.session.commit()
def __repr__(self):
return '<Source %r>' % self.name
class Ratings(BaseModel):
""" 用户评分数据 """
rating = db.Column("rating", db.String(16), nullable=False, comment="评分")
itemId = db.Column("item_id", db.Integer, nullable=False, comment="物品ID")
userId = db.Column("user_id", db.Integer, nullable=False, comment="用户ID")
rating_timestamp = db.Column("rating_timestamp",
db.DateTime,
comment="时间戳")
type = db.Column("type",
db.String(32),
default="implicit",
comment="类型：显式/隐式")
def __init__(self, **kwargs):
self.rating = kwargs['rating']
self.itemId = kwargs['itemId']
self.userId = kwargs['userId']
self.rating_timestamp = kwargs['rating_timestamp']
self.type = kwargs['type']
class User(UserMixin, db.Model):
id = db.Column(db.Integer, primary_key=True)
email = db.Column(db.String(64), unique=True, index=True)
username = db.Column(db.String(64), unique=True, index=True)
password_hash = db.Column(db.String(128))
avatar_hash = db.Column(db.String(32))
@staticmethod
def insert_admin(email, username, password):
user = User(email=email, username=username, password=password)
db.session.add(user)
db.session.commit()
@property
def password(self):
raise AttributeError('password is not a readable attribute')
@password.setter
def password(self, password):
self.password_hash = generate_password_hash(password)
def verify_password(self, password):
return check_password_hash(self.password_hash, password)
def __init__(self, **kwargs):
super(User, self).__init__(**kwargs)
if self.email is not None and self.avatar_hash is None:
self.avatar_hash = hashlib.md5(
self.email.encode('utf-8')).hexdigest()
def gravatar(self, size=40, default='identicon', rating='g'):
# if request.is_secure:
# url = 'https://secure.gravatar.com/avatar'
# else:
# url = 'http://www.gravatar.com/avatar'
url = 'https://gravatar.loli.net/avatar'
hash = self.avatar_hash or hashlib.md5(
self.email.encode('utf-8')).hexdigest()
return '{url}/{hash}?s={size}&d={default}&r={rating}'.format(
url=url, hash=hash, size=size, default=default, rating=rating)
class Plugin(db.Model):
__tablename__ = 'plugins'
id = db.Column(db.Integer, primary_key=True)
title = db.Column(db.String(64), unique=True)
note = db.Column(db.Text, default='')
content = db.Column(db.Text, default='')
order = db.Column(db.Integer, default=0)
disabled = db.Column(db.Boolean, default=False)
@staticmethod
def insert_system_plugin():
plugin = Plugin(title=u'博客统计',
note=u'系统插件',
content='system_plugin',
order=1)
db.session.add(plugin)
db.session.commit()
def sort_delete(self):
for plugin in Plugin.query.order_by(Plugin.order.asc()).offset(
self.order).all():
plugin.order -= 1
db.session.add(plugin)
def __repr__(self):
return '<Plugin %r>' % self.title
class Comment(db.Model):
__tablename__ = 'comments'
id = db.Column(db.Integer, primary_key=True)
content = db.Column(db.Text)
timestamp = db.Column(db.DateTime, default=datetime.utcnow)
author_name = db.Column(db.String(64))
author_email = db.Column(db.String(64))
avatar_hash = db.Column(db.String(32))
article_id = db.Column(db.Integer, db.ForeignKey('articles.id'))
disabled = db.Column(db.Boolean, default=False)
comment_type = db.Column(db.String(64), default='comment')
reply_to = db.Column(db.String(128), default='notReply')
followed = db.relationship('Follow',
foreign_keys=[Follow.follower_id],
backref=db.backref('follower', lazy='joined'),
lazy='dynamic',
cascade='all, delete-orphan')
followers = db.relationship('Follow',
foreign_keys=[Follow.followed_id],
backref=db.backref('followed', lazy='joined'),
lazy='dynamic',
cascade='all, delete-orphan')
def __init__(self, **kwargs):
super(Comment, self).__init__(**kwargs)
if self.author_email is not None and self.avatar_hash is None:
self.avatar_hash = hashlib.md5(
self.author_email.encode('utf-8')).hexdigest()
def gravatar(self, size=40, default='identicon', rating='g'):
# if request.is_secure:
# url = 'https://secure.gravatar.com/avatar'
# else:
# url = 'http://www.gravatar.com/avatar'
url = 'https://gravatar.loli.net/avatar'
hash = self.avatar_hash or hashlib.md5(
self.author_email.encode('utf-8')).hexdigest()
return '{url}/{hash}?s={size}&d={default}&r={rating}'.format(
url=url, hash=hash, size=size, default=default, rating=rating)
@staticmethod
def generate_fake(count=100):
from random import seed, randint
import forgery_py
seed()
article_count = Article.query.count()
for i in range(count):
a = Article.query.offset(randint(0, article_count - 1)).first()
c = Comment(content=forgery_py.lorem_ipsum.sentences(randint(3,
5)),
timestamp=forgery_py.date.date(True),
author_name=forgery_py.internet.user_name(True),
author_email=forgery_py.internet.email_address(),
article=a)
db.session.add(c)
try:
db.session.commit()
except:
db.session.rollback()
@staticmethod
def generate_fake_replies(count=100):
from random import seed, randint
import forgery_py
seed()
comment_count = Comment.query.count()
for i in range(count):
followed = Comment.query.offset(randint(0, comment_count -
1)).first()
c = Comment(content=forgery_py.lorem_ipsum.sentences(randint(3,
5)),
timestamp=forgery_py.date.date(True),
author_name=forgery_py.internet.user_name(True),
author_email=forgery_py.internet.email_address(),
article=followed.article,
comment_type='reply',
reply_to=followed.author_name)
f = Follow(follower=c, followed=followed)
db.session.add(f)
db.session.commit()
def is_reply(self):
if self.followed.count() == 0:
return False
else:
return True
# to confirm whether the comment is a reply or not
def followed_name(self):
if self.is_reply():
return self.followed.first().followed.author_name
class AssociationRule(BaseModel):
"""
1.规则的生成与获取（查询）应当分离开来，为保证生成与查询过程没有数据冲突，可对数据进行版本控制。
"""
source = db.Column(db.Integer, comment="关联源商品")
target = db.Column(db.Integer, comment="关联目标商品")
support = db.Column(db.Float(6), comment="关联组合出现的次数与所有订单数量的比")
confidence = db.Column(db.Float(6), comment="关联组合商品出现次数与关联源商品单独出现次数的比")
def generate_transaction(self):
sql_str = "select sku_id,order_no from catering_task order by order_no,sku_id"
tasks = db.session.execute(sql_str).fetchall()
transactions = dict()
for task in tasks:
order_no = task['order_no']
sku_id = task['sku_id']
if order_no not in transactions:
transactions[order_no] = []
transactions[order_no].append(sku_id)
return transactions
def calculate_itemsets_one(self, transactions, min_sup=0.01):
N = len(transactions)
temp = defaultdict(int)
one_itemsets = dict()
for key, items in transactions.items():
for item in items:
inx = frozenset({item})
temp[inx] += 1
for key, itemset in temp.items():
if itemset > N * min_sup:
one_itemsets[key] = itemset
return one_itemsets
def has_support(self, perm, one_itemsets):
return frozenset({perm[0]}) in one_itemsets and frozenset(
{perm[1]}) in one_itemsets
def calculate_itemsets_two(self, transactions, one_itemsets, min_sup=0.01):
two_itemsets = defaultdict(int)
for key, items in transactions.items():
items = list(set(items))
if len(items) > 2:
for perm in combinations(items, 2):
if self.has_support(perm, one_itemsets):
two_itemsets[frozenset(perm)] += 1
elif len(items) == 2:
if self.has_support(items, one_itemsets):
two_itemsets[frozenset(items)] += 1
return two_itemsets
def calculate_association_rules(self, one_itemsets, two_itemsets, N):
timestamp = datetime.now()
db.seesion.execute("truncate association_rule")
rules = []
for source, source_freq in one_itemsets.items():
for key, group_freq in two_itemsets.items():
if source.issubset(key):
target = key.difference(source)
support = group_freq / N
confidence = group_freq / source_freq
rules.append((timestamp, next(iter(source)),
next(iter(target)), confidence, support))
rule = AssociationRule()
rule.target = next(iter(target))
rule.source = next(iter(source))
rule.confidence = confidence
rule.support = support
db.session.add(rule)
db.session.commit()
return rules
def calculate_support_confidence(self, transactions, min_sup=0.01):
N = len(transactions)
one_itemsets = self.calculate_itemsets_one(transactions, min_sup)
two_itemsets = self.calculate_itemsets_two(transactions, one_itemsets,
min_sup)
rules = self.calculate_association_rules(one_itemsets, two_itemsets, N)
return rules
class Event(BaseModel):
eventName = db.Column(db.String(128), nullable=False, comment="事件名称")
event_name = db.relationship('Log', backref='event', lazy=True)
class Item(BaseModel):
"""内容/物品"""
itemName = db.Column("item_name", db.String(128), comment="内容名称")
itemCode = db.column("item_code", db.String(64), comment="内容编码")
