199 lines
5.4 KiB
Python
199 lines
5.4 KiB
Python
from pyomo.environ import *
|
|
from pyomo.opt import SolverFactory
|
|
from shifts import SingleShift, RotaBuilder, RotaResults, days
|
|
from workers import Worker
|
|
|
|
from copy import deepcopy
|
|
|
|
import math
|
|
|
|
import scipy.stats as stats
|
|
|
|
import statistics
|
|
|
|
import datetime
|
|
import itertools
|
|
import operator
|
|
|
|
weeks_to_rota = 16
|
|
|
|
sites = ("truro", "exeter", "torquay", "barnstaple", "plymouth")
|
|
|
|
Rota = RotaBuilder(datetime.date(2020, 9, 7),
|
|
weeks_to_rota=weeks_to_rota,
|
|
balance_offset_modifier=1)
|
|
|
|
Rota.add_shifts(
|
|
SingleShift(("exeter", ), "exeter_twilight", 12.5, days[:5]),
|
|
SingleShift(("truro", ),
|
|
"truro_twilight",
|
|
12.5,
|
|
days[:5],
|
|
assign_as_block=False),
|
|
#SingleShift(("torquay", ), "torquay_twilight", 12.5, days[:5]),
|
|
#SingleShift(("plymouth", ), "plymouth_twilight", 12.5, days[:5]),
|
|
SingleShift(("exeter", ),
|
|
"weekend_exeter",
|
|
12.5,
|
|
days[5:],
|
|
force_as_block=True),
|
|
SingleShift(("truro", ),
|
|
"weekend_truro",
|
|
12.5,
|
|
days[5:],
|
|
assign_as_block=True),
|
|
# SingleShift(("torquay", ),
|
|
# "weekend_torquay",
|
|
# 12.5,
|
|
# days[5:],
|
|
# assign_as_block=True),
|
|
# SingleShift(("plymouth", ),
|
|
# "weekend_plymouth",
|
|
# 8,
|
|
# days[5:],
|
|
# workers_required=2,
|
|
# assign_as_block=True),
|
|
SingleShift((sites),
|
|
"night",
|
|
12.25,
|
|
days,
|
|
balance_offset=2,
|
|
balance_weighting=1,
|
|
workers_required=3,
|
|
rota_on_nwds=True,
|
|
constraints=["night"]),
|
|
)
|
|
|
|
use_test_workers = True
|
|
|
|
# Import trainee data
|
|
if use_test_workers:
|
|
# Rota.add_workers([
|
|
# Worker(Rota,
|
|
# i,
|
|
# "Truro {}".format(i),
|
|
# "truro",
|
|
# 3,
|
|
# nwd=['Fri', "Sat", "Sun"]) for i in range(1, 2)
|
|
# ])
|
|
Rota.add_workers([
|
|
Worker(
|
|
Rota,
|
|
i,
|
|
"Truro {}".format(i),
|
|
"truro",
|
|
4,
|
|
) for i in range(2, 14)
|
|
])
|
|
# Rota.add_workers([
|
|
# Worker(Rota, i, "Plym {}".format(i), "plymouth", 4)
|
|
# for i in range(16, 30)
|
|
# ])
|
|
Rota.add_workers([
|
|
Worker(
|
|
Rota,
|
|
i,
|
|
"Exe {}".format(i),
|
|
"exeter",
|
|
4,
|
|
) for i in range(30, 40)
|
|
])
|
|
Rota.add_workers([
|
|
Worker(Rota,
|
|
i,
|
|
"Torq {}".format(i),
|
|
"torquay",
|
|
2,
|
|
pref_not_to_work=(("2020/09/07"), )) for i in range(50, 60)
|
|
])
|
|
else:
|
|
import csv
|
|
with open('trainees.csv', newline='') as f:
|
|
reader = csv.reader(f, delimiter=',', quotechar='|')
|
|
next(reader) # skip header
|
|
|
|
n = 0
|
|
for row in reader:
|
|
n = n + 1
|
|
#print(row)
|
|
name, site, grade, fte, nwd, end_date, oop, extra = row
|
|
|
|
# Ignore trainees if fte == 0 (what are they doing here anyway)
|
|
if fte == 0:
|
|
continue
|
|
|
|
nwds = nwd.split(",").title() if nwd else None
|
|
end_date = end_date if end_date else None
|
|
oop = oop.split("-") if oop else None
|
|
#print(nwds, end_date, oop)
|
|
Rota.add_worker(
|
|
Worker(Rota, n, name, site.lower(), int(grade[2]), int(fte),
|
|
nwds, end_date, oop))
|
|
|
|
print(0)
|
|
Rota.build_shifts_and_workers()
|
|
|
|
Rota.build_model()
|
|
|
|
print(1)
|
|
opt = SolverFactory('cbc') # choose a solver
|
|
#opt = SolverFactory('ipopt') # choose a solver
|
|
|
|
print(2)
|
|
results = opt.solve(
|
|
Rota.model, tee=True, options={
|
|
"seconds": 1200,
|
|
"allow": 70000
|
|
}) # solve the model with the, options="seconds=60" selected solver
|
|
|
|
print(results)
|
|
results.solver.status
|
|
if not results.solver.status:
|
|
sys.exit(0)
|
|
|
|
ResultsHolder = RotaResults(Rota, results)
|
|
|
|
week_table = ResultsHolder.get_work_table() # list with the required workers
|
|
worker_timetable = ResultsHolder.get_worker_timetable()
|
|
worker_timetable_brief = ResultsHolder.get_worker_timetable_brief(
|
|
show_prefs=False)
|
|
|
|
print(worker_timetable_brief)
|
|
|
|
# for i in ResultsHolder.rota.model.blocks_worker_shift_count:
|
|
# n = ResultsHolder.rota.model.blocks_worker_shift_count[i].value
|
|
|
|
# if n > 0:
|
|
# print(i, n)
|
|
# #print(ResultsHolder.rota.model.blocks_assigned[i].value)
|
|
# else:
|
|
# pass
|
|
# #print("SHIT")
|
|
# for i in ResultsHolder.rota.model.blocks_assigned:
|
|
# n = ResultsHolder.rota.model.blocks_assigned[i].value
|
|
# if n:
|
|
# print(i, n)
|
|
# #print(ResultsHolder.rota.model.blocks_assigned[i].value)
|
|
# else:
|
|
# pass
|
|
|
|
# ResultsHolder.export_rota_to_csv("rotas/"+rot)
|
|
# with open("cest", "a") as f:
|
|
# f.write(rot)
|
|
# f.write("\n\n")
|
|
|
|
# for s in Rota.shifts:
|
|
# f.write(s.get_shift_summary())
|
|
# f.write("\n")
|
|
# f.write("\n\n")
|
|
|
|
# f.write(worker_timetable_brief)
|
|
# f.write("\n\n\n")
|
|
#workers_no_pref = ResultsHolder.get_no_preference(Rota.model.no_pref) # list with the non-satisfied workers (work on Sat but not on Sun)
|
|
|
|
# worker_night_block = ResultsHolder.get_night_blocks()
|
|
# worker_shift_summary = ResultsHolder.get_shift_summary()
|
|
# multi = ResultsHolder.get_multinight()
|
|
|
|
#break
|