--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/app/soc/logic/allocations.py Thu Jan 29 01:39:31 2009 +0000
@@ -0,0 +1,167 @@
+#!/usr/bin/python2.5
+#
+# Copyright 2008 the Melange authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Slot allocation logic.
+"""
+
+__authors__ = [
+ '"Sverre Rabbelier" <sverre@rabbelier.nl>',
+ ]
+
+
+import itertools
+import math
+
+
+class Error(Exception):
+ """Error class for the Allocation module.
+ """
+
+ pass
+
+
+class Allocator(object):
+ """A simple student slots allocator.
+
+ The buildSets method is used to validate the allocation data as well as
+ construct the sets that the algorithm then uses to distribute the slots.
+ By separating these steps it is possible to write a different allocation
+ algorithm but re-use the sets and validation logic.
+ """
+
+ # I tried to write explicit code that does not require any
+ # additional comments (with the exception of the set notation for
+ # the convenience of any mathematicians that happen to read this
+ # piece of code ;).
+
+ def __init__(self, orgs, applications, slots, max_slots_per_org):
+ """Initializes the allocator.
+
+ Args:
+ orgs: a list of all the orgs that need to be allocated
+ applications: a dictionary with for each org a list of applicants
+ slots: the total amount of available slots
+ """
+
+ all_applications = []
+
+ for _, value in applications.iteritems():
+ all_applications += value
+
+ self.slots = slots
+ self.max_slots_per_org = max_slots_per_org
+ self.orgs = set(orgs)
+ self.applications = applications
+ self.all_applications = set(all_applications)
+
+ def allocate(self, locked_slots, adjusted_slots):
+ """Allocates the slots and returns the result.
+
+ Args:
+ locked_slots: a dict with orgs and the number of slots they get
+ adjusted_slots: a dict with orgs and the number of extra slots they get
+ """
+
+ self.locked_slots = locked_slots
+ self.adjusted_slots = adjusted_slots
+
+ self.buildSets()
+
+ return self.iterativeAllocation()
+
+ def buildSets(self):
+ """Allocates slots with the specified constraints
+ """
+
+ # set s
+ all_applications = self.all_applications
+ locked_slots = self.locked_slots
+ adjusted_slots = self.adjusted_slots
+
+ # set a and b
+ locked_orgs = set(locked_slots.keys())
+ adjusted_orgs = set(adjusted_slots.keys())
+
+ # set a' and b'
+ unlocked_orgs = self.orgs.difference(locked_orgs)
+ unadjusted_orgs = self.orgs.difference(adjusted_orgs)
+
+ # set a*b and a'*b'
+ locked_and_adjusted_orgs = locked_orgs.intersection(adjusted_orgs)
+ unlocked_and_unadjusted_orgs = unlocked_orgs.intersection(unadjusted_orgs)
+
+ # a+o and b+o should be o
+ locked_orgs_or_orgs = self.orgs.union(locked_orgs)
+ adjusted_orgs_or_orgs = self.orgs.union(adjusted_orgs)
+
+ # an item can be only a or b, so a*b should be empty
+ if locked_and_adjusted_orgs:
+ raise Error("Cannot have an org locked and adjusted")
+
+ # a+o should be o, testing length is enough though
+ if len(locked_orgs_or_orgs) != len(self.orgs):
+ raise Error("Unknown org as locked slot")
+
+ # same for b+o
+ if len(adjusted_orgs_or_orgs) != len(self.orgs):
+ raise Error("Unknown org as adjusted slot")
+
+ # set l and l'
+ locked_applications = set(itertools.chain(*locked_slots.keys()))
+ unlocked_applications = all_applications.difference(locked_applications)
+
+ self.adjusted_orgss = adjusted_orgs
+ self.locked_orgs = locked_orgs
+ self.unlocked_applications = unlocked_applications
+
+ def iterativeAllocation(self):
+ """A simple iterative algorithm.
+ """
+
+ adjusted_orgs = self.adjusted_orgss
+ adjusted_slots = self.adjusted_slots
+ locked_orgs = self.locked_orgs
+ locked_slots = self.locked_slots
+ unlocked_applications = self.unlocked_applications
+
+ unlocked_applications_count = len(unlocked_applications)
+ unallocated_applications_count = unlocked_applications_count
+
+ available_slots = self.slots
+ allocations = {}
+
+ for org in self.orgs:
+ org_applications = self.applications[org]
+ org_applications_count = len(org_applications)
+
+ if org in locked_orgs:
+ slots = locked_slots[org]
+ else:
+ weight = float(org_applications_count) / unallocated_applications_count
+ slots = int(math.floor(weight*available_slots))
+
+ if org in adjusted_orgs:
+ slots += adjusted_slots[org]
+
+ slots = min(slots, self.max_slots_per_org)
+ slots = min(slots, org_applications_count)
+ slots = min(slots, available_slots)
+
+ allocations[org] = slots
+ available_slots -= slots
+ unallocated_applications_count -= org_applications_count
+
+ return allocations