I am struggling to simplify the constraint for a few days now. still learning python. please help and thank you in advance.
Employees=['Paul', 'Ben', 'Nasim', 'Ceci', 'Victoria',]
Days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday',
'Saturday', 'Sunday']
avail = pulp.LpVariable.dicts("on_off", ((employee, day) for
employee in Employees for day in Days), cat="Binary")
requests={"Paul": {"Monday":1, "Tuesday":1, "Wednesday":1,
"Thursday":1, "Friday":1, "Saturday":1, "Sunday":1},
"Ben": {"Monday":1, "Tuesday":1, "Wednesday":1, "Thursday":1,
"Friday":1, "Saturday":1, "Sunday":0},
"Nasim": {"Monday":1, "Tuesday":1, "Wednesday":1, "Thursday":1,
"Friday":1, "Saturday":1, "Sunday":1},
"Ceci": {"Monday":1, "Tuesday":1, "Wednesday":1, "Thursday":1,
"Friday":1,"Saturday":1, "Sunday":0},
"Victoria": {"Monday":1, "Tuesday":1, "Wednesday":0, "Thursday":0,
"Friday":0, "Saturday":0, "Sunday":0}}
for employee, day in avail:
prob += avail[employee, day] == [requests[i][j] for i in
requests for j in requests[i]]
as an example, the first few constraints:
"_C13: on_off_('Paul',_'Monday') = 28
_C14: on_off_('Paul',_'Tuesday') = 28
_C15: on_off_('Paul',_'Wednesday') = 28
_C16: on_off_('Paul',_'Thursday') = 28
_C17: on_off_('Paul',_'Friday') = 28
_C18: on_off_('Paul',_'Saturday') = 28"
("28" is just so happened to be the SUM of all the 1's and the 0's in my nested dict.)
Instead i like to have each variable matching 1's and 0's from my nested dict.
"_C13: on_off_('Paul',_'Monday') = 1
_C14: on_off_('Paul',_'Tuesday') = 1
_C15: on_off_('Paul',_'Wednesday') = 1
_C16: on_off_('Paul',_'Thursday') = 1
_C17: on_off_('Paul',_'Friday') = 1
_C18: on_off_('Paul',_'Saturday') = 1"
After the == sign you want the value 1 or 0 from the dictionary, therefore you should use:
for employee, day in avail:
prob += avail[employee, day] == requests[employee][day]
With requests[employee] you select the dictionary for that employee
requests['Paul'] = {"Monday":1, "Tuesday":1, "Wednesday":1,
"Thursday":1, "Friday":1, "Saturday":1, "Sunday":1}
Then by adding [day] you select the day from that dictionary:
requests['Paul']['Monday'] = 1
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