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