relational/relational/relation.py

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# -*- coding: utf-8 -*-
# Relational
# Copyright (C) 2008 Salvo "LtWorf" Tomaselli
#
# Relational is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
# author Salvo "LtWorf" Tomaselli <tiposchi@tiscali.it>
from rtypes import *
import csv
class relation (object):
'''This objects defines a relation (as a group of consistent tuples) and operations
A relation can be represented using a table
Calling an operation and providing a non relation parameter when it is expected will
result in a None value'''
def __init__(self,filename=""):
'''Creates a relation, accepts a filename and then it will load the relation from
that file. If no parameter is supplied an empty relation is created. Empty
relations are used in internal operations.
By default the file will be handled like a comma separated as described in
RFC4180, but it can also be handled like a space separated file (previous
default format) setting to false the 2nd parameter.
The old format is no longer supported.'''
self._readonly=False
if len(filename)==0:#Empty relation
self.content=set()
self.header=header([])
return
#Opening file
fp=file(filename)
reader=csv.reader(fp) #Creating a csv reader
self.header=header(reader.next()) # read 1st line
self.content=set()
for i in reader.__iter__(): #Iterating rows
self.content.add(tuple(i))
#Closing file
fp.close()
def _make_writable(self):
'''If this relation is marked as readonly, this
method will copy the content to make it writable too'''
if self._readonly:
self.content=set(self.content)
self._readonly=False
def save(self,filename):
'''Saves the relation in a file. By default will save using the csv
format as defined in RFC4180, but setting comma_separated to False,
it will use the old format with space separated values.
The old format is no longer supported.'''
fp=file(filename,'w') #Opening file in write mode
writer=csv.writer(fp) #Creating csv writer
#It wants an iterable containing iterables
head=(self.header.attributes,)
writer.writerows(head)
#Writing content, already in the correct format
writer.writerows(self.content)
fp.close() #Closing file
def _rearrange_(self,other):
'''If two relations share the same attributes in a different order, this method
will use projection to make them have the same attributes' order.
It is not exactely related to relational algebra. Just a method used
internally.
Will return None if they don't share the same attributes'''
if (self.__class__!=other.__class__):
return None
if self.header.sharedAttributes(other.header) == len(self.header.attributes) == len(other.header.attributes):
return other.projection(list(self.header.attributes))
return None
def selection(self,expr):
'''Selection, expr must be a valid boolean expression, can contain field names,
constant, math operations and boolean ones.'''
attributes={}
newt=relation()
newt.header=header(list(self.header.attributes))
for i in self.content:
#Fills the attributes dictionary with the values of the tuple
for j in range(len(self.header.attributes)):
if len(i[j])>0 and i[j].isdigit():
attributes[self.header.attributes[j]]=int(i[j])
elif len(i[j])>0 and rstring(i[j]).isFloat():
attributes[self.header.attributes[j]]=float(i[j])
elif len(i[j])>0 and isDate(i[j]):
attributes[self.header.attributes[j]]=rdate(i[j])
else:
attributes[self.header.attributes[j]]=i[j]
try:
if eval(expr,attributes):
newt.content.add(i)
except Exception,e:
raise Exception("Failed to evaluate %s\n%s" % (expr,e.__str__()))
return newt
def product (self,other):
'''Cartesian product, attributes must be different to avoid collisions
Doing this operation on relations with colliding attributes will
cause the return of a None value.
It is possible to use rename on attributes and then use the product'''
if (self.__class__!=other.__class__)or(self.header.sharedAttributes(other.header)!=0):
return None
newt=relation()
newt.header=header(self.header.attributes+other.header.attributes)
for i in self.content:
for j in other.content:
newt.content.add(i+j)
return newt
def projection(self,* attributes):
'''Projection operator, takes many parameters, for each field to use.
Can also use a single parameter with a list.
Will delete duplicate items
If an empty list or no parameters are provided, returns None'''
#Parameters are supplied in a list, instead with multiple parameters
if isinstance(attributes[0],list):
attributes=attributes[0]
#Avoiding duplicated attributes
attributes1=[]
for i in attributes:
if i not in attributes1:
attributes1.append(i)
attributes=attributes1
#If source and dest has the same number of attributes, we are just rearranging
#so we won't need to check for duplicated entries
attributes_same_count=len(attributes)==len(self.header.attributes)
ids=self.header.getAttributesId(attributes)
if len(ids)==0:
return None
newt=relation()
#Create the header
h=[]
for i in ids:
h.append(self.header.attributes[i])
newt.header=header(h)
#Create the body
for i in self.content:
row=[]
for j in ids:
row.append(i[j])
newt.content.add(tuple(row))
return newt
def rename(self,params):
'''Operation rename. Takes a dictionary
Will replace the itmem with its content.
For example if you want to rename a to b, provide {"a":"b"}
If an "old" field doesn't exist, None will be returned'''
result=[]
newt=relation()
newt.header=header(list(self.header.attributes))
for old,new in params.iteritems():
if (newt.header.rename(old,new)) == False:
return None
#TODO only copy the link and mark the new relation as read only
newt.content=self.content
newt._readonly=True
return newt
def intersection(self,other):
'''Intersection operation. The result will contain items present in both
operands.
Will return an empty one if there are no common items.
Will return None if headers are different.
It is possible to use projection and rename to make headers match.'''
other=self._rearrange_(other) #Rearranges attributes' order
if (self.__class__!=other.__class__)or(self.header!=other.header):
return None
newt=relation()
newt.header=header(list(self.header.attributes))
newt.content=self.content.intersection(other.content)
return newt
def difference(self,other):
'''Difference operation. The result will contain items present in first
operand but not in second one.
Will return an empty one if the second is a superset of first.
Will return None if headers are different.
It is possible to use projection and rename to make headers match.'''
other=self._rearrange_(other) #Rearranges attributes' order
if (self.__class__!=other.__class__)or(self.header!=other.header):
return None
newt=relation()
newt.header=header(list(self.header.attributes))
newt.content=self.content.difference(other.content)
return newt
def division(self,other):
'''Division operator
The division is a binary operation that is written as R ÷ S. The
result consists of the restrictions of tuples in R to the
attribute names unique to R, i.e., in the header of R but not in the
header of S, for which it holds that all their combinations with tuples
in S are present in R.
'''
#d_headers are the headers from self that aren't also headers in other
d_headers=list(set(self.header.attributes) - set(other.header.attributes))
'''
Wikipedia defines the division as follows:
a1,....,an are the d_headers
T := πa1,...,an(R) × S
U := T - R
V := πa1,...,an(U)
W := πa1,...,an(R) - V
W is the result that we want
'''
t=self.projection(d_headers).product(other)
return self.projection(d_headers).difference(t.difference(self).projection(d_headers))
def union(self,other):
'''Union operation. The result will contain items present in first
and second operands.
Will return an empty one if both are empty.
Will not insert tuplicated items.
Will return None if headers are different.
It is possible to use projection and rename to make headers match.'''
other=self._rearrange_(other) #Rearranges attributes' order
if (self.__class__!=other.__class__)or(self.header!=other.header):
return None
newt=relation()
newt.header=header(list(self.header.attributes))
newt.content=self.content.union(other.content)
return newt
def thetajoin(self,other,expr):
'''Defined as product and then selection with the given expression.'''
return self.product(other).selection(expr)
def outer(self,other):
'''Does a left and a right outer join and returns their union.'''
a=self.outer_right(other)
b=self.outer_left(other)
return a.union(b)
def outer_right(self,other):
'''Outer right join. Considers self as left and param as right. If the
tuple has no corrispondence, empy attributes are filled with a "---"
string. This is due to the fact that empty string or a space would cause
problems when saving the relation.
Just like natural join, it works considering shared attributes.'''
return other.outer_left(self)
def outer_left(self,other,swap=False):
'''Outer left join. Considers self as left and param as right. If the
tuple has no corrispondence, empty attributes are filled with a "---"
string. This is due to the fact that empty string or a space would cause
problems when saving the relation.
Just like natural join, it works considering shared attributes.'''
shared=[]
for i in self.header.attributes:
if i in other.header.attributes:
shared.append(i)
newt=relation() #Creates the new relation
#Adds all the attributes of the 1st relation
newt.header=header(list(self.header.attributes))
#Adds all the attributes of the 2nd, when non shared
for i in other.header.attributes:
if i not in shared:
newt.header.attributes.append(i)
#Shared ids of self
sid=self.header.getAttributesId(shared)
#Shared ids of the other relation
oid=other.header.getAttributesId(shared)
#Non shared ids of the other relation
noid=[]
for i in range(len(other.header.attributes)):
if i not in oid:
noid.append(i)
for i in self.content:
#Tuple partecipated to the join?
added=False
for j in other.content:
match=True
for k in range(len(sid)):
match=match and ( i[sid[k]]== j[oid[k]])
if match:
item=list(i)
for l in noid:
item.append(j[l])
newt.content.add(tuple(item))
added=True
#If it didn't partecipate, adds it
if not added:
item=list(i)
for l in range(len(noid)):
item.append("---")
newt.content.add(tuple(item))
return newt
def join(self,other):
'''Natural join, joins on shared attributes (one or more). If there are no
shared attributes, it will behave as cartesian product.'''
#List of attributes in common between the relations
shared=list(set(self.header.attributes).intersection(set(other.header.attributes)))
newt=relation() #Creates the new relation
#Adding to the headers all the fields, done like that because order is needed
newt.header=header(list(self.header.attributes))
for i in other.header.attributes:
if i not in shared:
newt.header.attributes.append(i)
#Shared ids of self
sid=self.header.getAttributesId(shared)
#Shared ids of the other relation
oid=other.header.getAttributesId(shared)
#Non shared ids of the other relation
noid=[]
for i in range(len(other.header.attributes)):
if i not in oid:
noid.append(i)
for i in self.content:
for j in other.content:
match=True
for k in range(len(sid)):
match=match and ( i[sid[k]]== j[oid[k]])
if match:
item=list(i)
for l in noid:
item.append(j[l])
newt.content.add(tuple(item))
return newt
def __eq__(self,other):
'''Returns true if the relations are the same, ignoring order of items.
This operation is rather heavy, since it requires sorting and comparing.'''
other=self._rearrange_(other) #Rearranges attributes' order so can compare tuples directly
if (self.__class__!=other.__class__)or(self.header!=other.header):
return False #Both parameters must be a relation
#Comparing header
if len(self.header.attributes) != len(other.header.attributes):
return False #Not the same number of attributes -> not equals
for i in self.header.attributes:
if i not in other.header.attributes:
return False #Non shared attribute
#comparing content
return self.content==other.content
def __str__(self):
'''Returns a string representation of the relation, can be printed with
monospaced fonts'''
m_len=[] #Maximum lenght string
for f in self.header.attributes:
m_len.append(len(f))
for f in self.content:
col=0
for i in f:
if len(i)>m_len[col]:
m_len[col]=len(i)
col+=1
res=""
for f in range(len(self.header.attributes)):
res+="%s"%(self.header.attributes[f].ljust(2+m_len[f]))
for r in self.content:
col=0
res+="\n"
for i in r:
res+="%s"% (i.ljust(2+m_len[col]))
col+=1
return res
def update(self,expr,dic):
'''Update, expr must be a valid boolean expression, can contain field names,
constant, math operations and boolean ones.
This operation will change the relation itself instead of generating a new one,
updating all the tuples that make expr true.
Dic must be a dictionary that has the form field name:value. Every kind of value
will be converted into a string.
Returns the number of affected rows.'''
self._make_writable()
affected=0
attributes={}
keys=dic.keys() #List of headers to modify
f_ids=self.header.getAttributesId(keys) #List of indexes corresponding to keys
#new_content=[] #New content of the relation
for i in self.content:
for j in range(len(self.header.attributes)):
#Giving to the field it's right format (hopefully)
if i[j].isdigit():
attributes[self.header.attributes[j]]=int(i[j])
elif rstring(i[j]).isFloat():
attributes[self.header.attributes[j]]=float(i[j])
elif isDate(i[j]):
attributes[self.header.attributes[j]]=rdate(i[j])
else:
attributes[self.header.attributes[j]]=i[j]
if eval(expr,attributes): #If expr is true, changing the tuple
affected+=1
new_tuple=list(i)
#Deleting the tuple, instead of changing it, so other
#relations can still point to the same list without
#being affected.
self.content.remove(i)
for k in range(len(keys)):
new_tuple[f_ids[k]]=str(dic[keys[k]])
self.content.add(tuple(new_tuple))
return affected
def insert(self,values):
'''Inserts a tuple in the relation.
This function will not insert duplicate tuples.
All the values will be converted in string.
Will return the number of inserted rows.'''
#Returns if tuple doesn't fit the number of attributes
if len(self.header.attributes) != len(values):
return 0
self._make_writable()
#Creating list containing only strings
t=[]
for i in values:
t.append(str(i))
prevlen=len(self.content)
self.content.add(tuple(t))
return len(self.content)-prevlen
def delete(self,expr):
'''Delete, expr must be a valid boolean expression, can contain field names,
constant, math operations and boolean ones.
This operation will change the relation itself instead of generating a new one,
deleting all the tuples that make expr true.
Returns the number of affected rows.'''
self._make_writable()
attributes={}
affected=len(self.content)
new_content=set() #New content of the relation
for i in self.content:
for j in range(len(self.header.attributes)):
if i[j].isdigit():
attributes[self.header.attributes[j]]=int(i[j])
elif rstring(i[j]).isFloat():
attributes[self.header.attributes[j]]=float(i[j])
elif isDate(i[j]):
attributes[self.header.attributes[j]]=rdate(i[j])
else:
attributes[self.header.attributes[j]]=i[j]
if not eval(expr,attributes):
affected-=1
new_content.add(i)
self.content=new_content
return affected
class header (object):
'''This class defines the header of a relation.
It is used within relations to know if requested operations are accepted'''
def __init__(self,attributes):
'''Accepts a list with attributes' names. Names MUST be unique'''
self.attributes=attributes
def __repr__(self):
return "header(%s)" % (self.attributes.__repr__())
def rename(self,old,new):
'''Renames a field. Doesn't check if it is a duplicate.
Returns True if the field was renamed, False otherwise'''
for i in range(len(self.attributes)):
if self.attributes[i]==old:
self.attributes[i]=new
return True
return False #Requested field was not found
def sharedAttributes(self,other):
'''Returns how many attributes this header has in common with a given one'''
res=0
for i in self.attributes:
if i in other.attributes:
res+=1
return res
def __str__(self):
'''Returns String representation of the field's list'''
return self.attributes.__str__()
def __eq__(self,other):
return self.attributes==other.attributes
def __ne__(self,other):
return self.attributes!=other.attributes
def getAttributesId(self,param):
'''Returns a list with numeric index corresponding to field's name'''
res=[]
for i in param:
for j in range(len(self.attributes)):
if i==self.attributes[j]:
res.append(j)
return res