iframe-proxy | Sunbelt Computer Software

90 lines (63 loc) · 2.98 KB

"""

This is a python implementation for questions involving task assignments between people.

Here Bitmasking and DP are used for solving this.

Question :-

We have N tasks and M people. Each person in M can do only certain of these tasks. Also a person can do only one task and a task is performed only by one person.

Find the total no of ways in which the tasks can be distributed.

"""

from collections import defaultdict

class AssignmentUsingBitmask:

def __init__(self, task_performed, total):

self.total_tasks = total # total no of tasks (N)

# DP table will have a dimension of (2^M)*N

# initially all values are set to -1

self.dp = [

[-1 for i in range(total + 1)] for j in range(2 ** len(task_performed))

]

self.task = defaultdict(list) # stores the list of persons for each task

# finalmask is used to check if all persons are included by setting all bits to 1

self.finalmask = (1 << len(task_performed)) - 1

def CountWaysUtil(self, mask, taskno):

# if mask == self.finalmask all persons are distributed tasks, return 1

if mask == self.finalmask:

return 1

# if not everyone gets the task and no more tasks are available, return 0

if taskno > self.total_tasks:

return 0

# if case already considered

if self.dp[mask][taskno] != -1:

return self.dp[mask][taskno]

# Number of ways when we dont this task in the arrangement

total_ways_util = self.CountWaysUtil(mask, taskno + 1)

# now assign the tasks one by one to all possible persons and recursively assign for the remaining tasks.

if taskno in self.task:

for p in self.task[taskno]:

# if p is already given a task

if mask & (1 << p):

continue

# assign this task to p and change the mask value. And recursively assign tasks with the new mask value.

total_ways_util += self.CountWaysUtil(mask | (1 << p), taskno + 1)

# save the value.

self.dp[mask][taskno] = total_ways_util

return self.dp[mask][taskno]

def countNoOfWays(self, task_performed):

# Store the list of persons for each task

for i in range(len(task_performed)):

for j in task_performed[i]:

self.task[j].append(i)

# call the function to fill the DP table, final answer is stored in dp[0][1]

return self.CountWaysUtil(0, 1)

if __name__ == "__main__":

total_tasks = 5 # total no of tasks (the value of N)

# the list of tasks that can be done by M persons.

task_performed = [[1, 3, 4], [1, 2, 5], [3, 4]]

print(

AssignmentUsingBitmask(task_performed, total_tasks).countNoOfWays(

task_performed

)

"""

For the particular example the tasks can be distributed as

(1,2,3), (1,2,4), (1,5,3), (1,5,4), (3,1,4), (3,2,4), (3,5,4), (4,1,3), (4,2,3), (4,5,3)

total 10

"""

Sunbelt Computer Software

PL/B Language Development and Support

Navigation Menu

Sunbelt Computer Software

PL/B Language Development and Support

FilesExpand file tree

bitmask.py

Latest commit

History

bitmask.py

File metadata and controls