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entities.py
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from tools import weibull, normal, log
from terminaltables import AsciiTable
class MaintenanceTask:
def __init__(self, eta=None, beta=None, age=None, fixed_cost=None,
RF=None, labor_req=None, ttr=None):
self.eta = eta
self.beta = beta
self.age = age
self.orig_age = age
self.fixed_cost = fixed_cost
self.RF = RF
self.labor_req = labor_req
self.ttr = ttr
self.init_vars()
self.init_totals()
def init_next_epoch(self):
#TODO: log variables of this epoch here
self.total_mt_jobs_done['low'] += self.mt_jobs_done['low']
self.total_mt_jobs_done['high'] += self.mt_jobs_done['high']
self.total_mt_jobs_done['cm'] += self.mt_jobs_done['cm']
# self.total_mt_hours['high'] += self.mt_jobs_hours['high']
# self.total_mt_hours['low'] += self.mt_jobs_hours['low']
# self.total_mt_hours['cm'] += self.mt_jobs_hours['cm']
self.total_mt_cost['high'] += self.mt_cost['high']
self.total_mt_cost['low'] += self.mt_cost['low']
self.total_mt_cost['cm'] += self.mt_cost['cm']
a,b,c = self.age, dict(self.mt_cost), dict(self.mt_jobs_done)
self.init_vars()
return a,b,c
def init_vars(self):
self.mt_jobs_done = {}
self.mt_jobs_done['low'] = 0
self.mt_jobs_done['high'] = 0
self.mt_jobs_done['cm'] = 0
# self.mt_hours['high'] = 0
# self.mt_hours['low'] = 0
# self.mt_hours['cm'] = 0
self.mt_cost = {}
self.mt_cost['high'] = 0.0
self.mt_cost['low'] = 0.0
self.mt_cost['cm'] = 0.0
def init_totals(self):
self.age = self.orig_age
self.total_mt_jobs_done = {}
self.total_mt_jobs_done['low'] = 0
self.total_mt_jobs_done['high'] = 0
self.total_mt_jobs_done['cm'] = 0
# self.total_mt_hours['high'] = 0
# self.total_mt_hours['low'] = 0
# self.total_mt_hours['cm'] = 0
self.total_mt_cost = {}
self.total_mt_cost['high'] = 0.0
self.total_mt_cost['low'] = 0.0
self.total_mt_cost['cm'] = 0.0
self.pm_scheduled = False
def get_totals(self):
return self.age, self.mt_jobs_done, self.total_mt_cost, self.total_mt_jobs_done
def get_labor(self, job_subtype=None):
return self.labor_req[self.get_type_string(job_subtype)]
def get_type_string(self, job_subtype):
s = None
if job_subtype is None:
s = 'cm'
elif job_subtype == 'HIGH':
s = 'high'
elif job_subtype == 'LOW':
s = 'low'
else:
raise Exception('Incorrect job subtype while getting maintenance costs')
return s
def mt_complete(self, job_subtype):
s = self.get_type_string(job_subtype)
self.mt_jobs_done[s] += 1
self.mt_cost[s] += self.fixed_cost[s]
self.age *= (1-self.RF[s])
def get_cm(self, epoch_length):
ttf = weibull(self.eta, self.beta, self.age)
# check if ttf lies in current epoch
if not self.pm_scheduled and ttf<epoch_length:
# not pm_scheduled is hacky, but a good enough approximation for now instead of recalculating TTFs after every PM.
# there will be breakdown in this epoch
return Job('CM', normal(params=self.ttr['cm']), start_time=ttf)
else:
return None
def get_pm(self, subtype):
if subtype == 'LOW':
return Job('PM', normal(params=self.ttr['low']), job_subtype='LOW')
elif subtype == 'HIGH':
return Job('PM', normal(params=self.ttr['high']), job_subtype='HIGH')
else:
raise Exception('Bad PM type encountered while fetchign PM job')
class Machine:
def __init__(self, name=None, compatible_jobs=None, maintenance_task=None,
epoch_length=None):
self.name = name
self.compatible_jobs = compatible_jobs
self.maintenance_task = maintenance_task
self.epoch_length = epoch_length
self.init_vars()
self.init_totals()
def __cmp__(self, other):
return cmp(len(self.job_queue), len(other.job_queue))
def set_status(self, status):
self.status = status
def init_next_epoch(self):
# runs at the end of each epoch
self.total_time_spent['waiting'] += self.time_spent['waiting']
self.total_time_spent['idle'] += self.time_spent['idle']
self.total_time_spent['down'] += self.time_spent['down']
self.total_jobs_done += self.jobs_done
self.total_delay_cost += self.delay_cost
age, mt_cost, mt_jobs_done = self.maintenance_task.init_next_epoch()
epoch_result = MachineResult(self.name, age, self.time_spent, mt_cost, self.delay_cost, self.jobs_done, self.pending_jobs, mt_jobs_done)
self.init_vars()
self.curr_epoch += 1
return epoch_result
def init_vars(self):
self.time_spent = {}
self.time_spent['waiting'] = 0
self.time_spent['idle'] = 0
self.time_spent['down'] = 0
self.jobs_done = 0
self.delay_cost = 0.0
self.maintenance_task.init_vars()
def init_totals(self):
self.total_time_spent = {}
self.total_time_spent['waiting'] = 0
self.total_time_spent['idle'] = 0
self.total_time_spent['down'] = 0
self.total_jobs_done = 0
self.total_delay_cost = 0.0
self.curr_epoch = 0
self.waiting = False
self.status = 'IDLE'
self.job_queue = JobQueue()
self.maintenance_task.init_totals()
def get_totals(self):
age, total_mt_jobs_done, total_mt_cost, total_mt_jobs_done = self.maintenance_task.get_totals()
machine_result = MachineResult(self.name, age, self.total_time_spent, total_mt_cost, self.total_delay_cost, self.total_jobs_done, self.pending_jobs, total_mt_jobs_done)
return machine_result
def add_job(self, j, after=0):
if isinstance(j, Job):
if j.job_type == 'JOB' and j.job_subtype not in self.compatible_jobs:
raise Exception('Job type not compatible')
self.job_queue.append(j)
elif self.maintenance_task.pm_scheduled:
return after
elif j=='HIGH' or j=='LOW':
pm_job = self.maintenance_task.get_pm(j)
self.maintenance_task.pm_scheduled = True
self.job_queue.append(pm_job, after=after)
return pm_job.start_time+pm_job.proc_time
else:
raise Exception('Job type is incorrect')
def labor_req_met(self, curr_labor):
# check if labor req of front job is l.e.q curr_labor
req = self.labor_req()
for i in range(len(req)):
if req[i] > curr_labor[i]:
return False
return True
def labor_req(self):
# returns labor req of front job
return self.maintenance_task.get_labor(self.front_job_subtype())
def evaluate_breakdowns(self):
cm_job = self.maintenance_task.get_cm(self.epoch_length)
if cm_job is not None:
# add CM job to schedule
self.job_queue.append(cm_job)
def front_job_subtype(self):
return self.job_queue.jobs[0].job_subtype
def front_job_type(self):
if len(self.job_queue.jobs) == 0:
return None
return self.job_queue.jobs[0].job_type
def front_start_time(self):
return self.job_queue.jobs[0].start_time
def front_proc_time(self):
return self.job_queue.jobs[0].proc_time
def decrement_front_job(self, curr_time, delay_penalty):
if self.front_job_type()=='JOB':
# machine ages only if performing job
self.maintenance_task.age += 1
elif self.front_job_type() == 'PM' or self.front_job_type()=='CM':
self.time_spent['down'] +=1
self.job_queue.jobs[0].proc_time -= 1
self.job_queue.length -=1
if self.job_queue.length <0:
print(self.front_job_type())
print(self.job_queue)
if not self.job_queue.jobs[0].started:
self.job_queue.jobs[0].started = True
self.set_status(self.front_job_type())
#handle if job is complete in this time step
labor_release = None
if self.front_proc_time() == 0:
if self.front_job_type()=='JOB':
self.jobs_done += 1
#evaluate delay cost
if self.job_queue[0].due_after < curr_time:
self.delay_cost += (curr_time-self.job_queue[0].due_after)*delay_penalty
elif self.front_job_type()=='PM' or self.front_job_type() == 'CM':
log(self.front_job_type()+' complete')
self.maintenance_task.pm_scheduled = False
labor_release = self.labor_req()
self.maintenance_task.mt_complete(self.front_job_subtype())
#delete the completed job
self.job_queue.jobs.pop(0)
if len(self.job_queue)==0:
self.set_status('IDLE')
return labor_release
def adjust_start_times(self, wait_release):
prev_end_time = wait_release
for i in range(len(self.job_queue.jobs)):
self.job_queue.jobs[i].start_time = prev_end_time
prev_end_time += self.job_queue.jobs[i].proc_time
def get_leftover_jobs(self):
leftover = []
total_due_after = 0.0
self.pending_jobs = 0
#store unfinished jobs as they must be rescheduled
unfinished_maintenance_job = None
first = True
for j in self.job_queue.jobs:
if first and (j.job_type == 'PM' or j.job_type =='CM'):
log('Leftover job: '+j.job_type)
j.start_time = 0
unfinished_maintenance_job = j
elif j.job_type == 'JOB':
j.due_after -= self.epoch_length # since next epoch starts from zero
leftover.append(j)
total_due_after += j.due_after
self.pending_jobs += 1
first = False
self.job_queue = JobQueue()
if unfinished_maintenance_job is not None:
self.job_queue.append(unfinished_maintenance_job)
return leftover, self.pending_jobs, total_due_after
def front_started(self):
return self.job_queue.jobs[0].started
class Job:
def __init__(self, job_type, proc_time, due_after=None, start_time=None, job_subtype=None):
self.job_type = job_type
self.proc_time = proc_time
self.due_after = due_after
self.job_subtype = job_subtype
self.start_time = start_time
self.started = False
def __str__(self):
s = None
if self.job_type == 'JOB':
s = self.job_subtype
else:
s = self.job_type
if self.job_subtype is not None:
s+= '('+self.job_subtype+')'
s+=' '+str(self.proc_time)
return s
def get_proc_time(self):
return self.proc_time
class JobQueue:
def __init__(self):
self.length = 0
self.jobs = []
def __len__(self):
return self.length
def __getitem__(self,i):
return self.jobs[i]
def __str__(self):
s = str(self.length)+' | '
for j in self.jobs:
s+= str(j) +' | '
return s
def append(self, j, after=0):
# after param is only for PM jobs
if not isinstance(j, Job):
raise Exception('Non-Job member was appended to Job schedule')
elif j.job_type == 'JOB':
if not self.jobs:
j.start_time = 0
else:
j.start_time = self.jobs[-1].start_time + self.jobs[-1].proc_time
self.length += j.proc_time
self.jobs.append(j)
elif j.job_type == 'PM':
if not self.jobs:
# if job queue is empty
j.start_time = after
self.length += j.proc_time
self.jobs.append(j)
return j.start_time + j.proc_time
else:
# job queue is not empty
for i in range(len(self.jobs)):
if self.jobs[i].start_time >= after:
if i>0:
j.start_time = self.jobs[i-1].start_time + self.jobs[i-1].proc_time
else:
# to insert at first position
j.start_time = 0
self.jobs.insert(i, j)
self.length += j.proc_time
prev_end_time = j.start_time + j.proc_time
#update start times of all jobs after index i
for k in range(i+1,len(self.jobs)):
self.jobs[k].start_time = prev_end_time
prev_end_time += self.jobs[k].proc_time
return j.start_time + j.proc_time # return end time of added PM job
# reached here implies after> start time of all jobs
# just insert job at end of queue
j.start_time = self.jobs[-1].start_time + self.jobs[-1].proc_time
self.length += j.proc_time
self.jobs.append(j)
return j.start_time+j.proc_time
elif j.job_type == 'CM':
if self.length==0 or self.jobs[0].job_type != 'CM':
log(str(self.length)+' CM time: '+ str(j.start_time))
if self.length == 0:
# CM is first and only job
self.jobs.append(j)
self.length += j.proc_time
else:
recalc_start_times = False
if j.start_time == 0:
# Add CM job at the beginning
self.jobs.insert(0,j)
self.length += j.proc_time
prev_end_time = self.jobs[0].start_time + self.jobs[0].proc_time
for k in range(1,len(self.jobs)):
self.jobs[k].start_time = prev_end_time
prev_end_time = self.jobs[k].start_time + self.jobs[k].proc_time
elif j.start_time >= self.length:
# Add CM job at the end
self.jobs.append(j)
self.length += j.proc_time
else:
# find position to insert CM job at
for i in range(len(self.jobs)):
start = self.jobs[i].start_time
end = self.jobs[i].start_time + self.jobs[i].proc_time
if start == j.start_time:
self.jobs.insert(i,j)
prev_end_time = self.jobs[i].start_time + self.jobs[i].proc_time
for k in range(i+1,len(self.jobs)):
self.jobs[k].start_time = prev_end_time
prev_end_time = self.jobs[k].start_time + self.jobs[k].proc_time
break
elif start < j.start_time and j.start_time < end:
# split this job into two at j.start_time
#job_type, proc_time, due_after=None, start_time=None, job_subtype=None
split1 = Job('JOB', j.start_time-start, due_after=self.jobs[i].due_after, start_time=start, job_subtype=self.jobs[i].job_subtype)
self.jobs[i].start_time = j.start_time+j.proc_time
self.jobs[i].proc_time -= split1.proc_time
self.jobs.insert(i,split1)
self.jobs.insert(i+1, j)
self.length += j.proc_time
# i+2 is now the second split
#recompute start times
prev_end_time = self.jobs[i+2].start_time + self.jobs[i+2].proc_time
for k in range(i+3,len(self.jobs)):
self.jobs[k].start_time = prev_end_time
prev_end_time = self.jobs[k].start_time + self.jobs[k].proc_time
break
class Policy:
def __init__(self, job_sched, pm_plan):
self.job_sched = job_sched #SJF or EDD
self.pm_plan = pm_plan
# dict with key as machine name on which to perform PM on
# and value HIGH', or 'LOW' indicating the type of PM
class PeriodicPolicy:
def __init__(self, machine_names, epoch_interval, pm_type='HIGH', sched_policy='SJF'):
self.machine_names = machine_names
self.num_machines =len(machine_names)
self.epoch_interval = epoch_interval
self.pm_type = pm_type
self.curr_epoch = -1
self.sched_policy = sched_policy
self.its_time = False
self.machine_turn = 0
def get_policy(self):
if self.its_time: #if its that time of the planning horizon
# schedule PM on one machine every epoch, until all machines are done
pol = Policy(self.sched_policy, {self.machine_names[self.machine_turn]:self.pm_type})
self.machine_turn += 1
if self.machine_turn == self.num_machines:
self.machine_turn = 0
self.its_time = False
self.curr_epoch += 1
return pol
elif self.curr_epoch%self.epoch_interval == 0:
self.its_time = True
return self.get_policy()
else:
self.curr_epoch += 1
return Policy(self.sched_policy, {})
class MachineResult:
def __init__(self, name, age, time_spent, mt_cost, delay_cost, jobs_done, jobs_pending, mt_jobs_done):
self.name = name
self.age = age
# self.time_spent = dict(time_spent)
# self.mt_cost = dict(mt_cost)
# self.delay_cost = delay_cost
# self.jobs_done = jobs_done
# self.mt_jobs_done = dict(mt_jobs_done)
self.time_spent = (time_spent)
self.mt_cost = (mt_cost)
self.delay_cost = delay_cost
self.jobs_done = jobs_done
self.jobs_pending = jobs_pending
self.mt_jobs_done = mt_jobs_done
self.objfun = mt_cost['low'] + mt_cost['high'] + mt_cost['cm'] + delay_cost
def __add__(self, other):
for key in self.time_spent.keys():
self.time_spent[key] += other.time_spent[key]
for key in self.mt_cost.keys():
self.mt_cost[key] += other.mt_cost[key]
self.delay_cost += other.delay_cost
self.jobs_done += other.jobs_done
self.objfun += other.objfun
return self
@staticmethod
def get_table_headings():
return ['Machine', 'Age', 'ObjFun', 'Time W|D|I', 'DelayCost', 'PMHigh', 'PMLow', 'CMCost', 'JobsDone', 'JobsPend']
def get_table_row(self):
s = [self.name, str(self.age)]
s.append(str(self.objfun))
s.append(str(self.time_spent['waiting'])+'|'+str(self.time_spent['down'])+'|'+str(self.time_spent['idle']))
s.append(str(self.delay_cost))
s.append(str(self.mt_cost['high'])+'('+str(self.mt_jobs_done['high'])+')')
s.append(str(self.mt_cost['low'])+'('+str(self.mt_jobs_done['low'])+')')
s.append(str(self.mt_cost['cm'])+'('+str(self.mt_jobs_done['cm'])+')')
s.append(str(self.jobs_done))
s.append(str(self.jobs_pending))
return s
class EpochResult:
def __init__(self, epoch_num=None, machine_results=None, labor_cost=None):
self.epoch_num = epoch_num
self.machine_results = machine_results
self.labor_cost = labor_cost
self.objfun = labor_cost
if machine_results is not None:
for m in machine_results:
self.objfun += m.objfun
def __str__(self):
data = [MachineResult.get_table_headings()]
for m in self.machine_results:
data.append(m.get_table_row())
return AsciiTable(data).table
def __getitem__(self, i):
return self.machine_results[i]
def __add__(self, other):
if self.machine_results is None:
return other
for i in range(len(self.machine_results)):
self.machine_results[i] += other.machine_results[i]
self.objfun += other.objfun
self.labor_cost += other.labor_cost
return self
def get_objfun(self):
return self.objfun