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Zenbot_demo.py
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Zenbot_demo.py
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import pandas as pd
import uuid
import datetime
from Task import Task
from Schedule import Schedule
from Event import Training, Meeting
import numpy as np
# zenbot avatar
class Zenbot(object):
zenbot_dict = dict()
people_dict = dict()
def __init__(self, owner, events, tasks):
# dictionary of personal id
self.owner = owner
self.zenbotid = str(uuid.uuid4())
Zenbot.zenbot_dict[self.zenbotid] = 'None'
Zenbot.people_dict[owner['name']] = self.zenbotid
# level1: just zenbot itself and administrator. level 2: direct supervisors, set tasks and see everything,
# level 3: see user level aggregates only, no access req: see events (still not displayed to humans)
# possible level 4: see team/project aggregates only
self.accessdict = {'level1': [self.zenbotid, 'Z3N'], 'level2': [], 'level3': []}
# the following four must come from apis or something
self.certifications = {}
self.requiredcertifications = {}
self.events = events
self.tasks = tasks
self.schedule = None
def report_info(self, asker_zenbotid):
if asker_zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict[
'level2'] or asker_zenbotid in self.accessdict['level3']:
return ({'tasks': self.report_tasks(asker_zenbotid), 'events': self.report_events(asker_zenbotid),
'trainings': self.report_trainings(asker_zenbotid),
'certifications': self.report_certifications(asker_zenbotid),
'requiredcertifications': self.report_requiredcertifications(asker_zenbotid)})
# creates a task and adds it to its list of tasks if appropriate
def add_task(self, zenbotid, adder_id, project_id=123456, deadline=datetime.datetime(2020, 2, 1, 0, 0, 0),
dur_estim=datetime.timedelta(days=1), importance=1, effort=2, category='type1',
description={'title': 'task1', 'description': 'do this'}):
print(adder_id)
newtask = Task(project_id=project_id, deadline=deadline, creator=adder_id, dur_estim=dur_estim,
importance=importance, effort=effort, category=category, description=description)
asker_zenbotid = adder_id
if zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict['level2']:
self.tasks.append(newtask)
else:
pass
def generate_timesheet(self):
pass
def report_trainings(self, asker_zenbotid):
training_list = []
if asker_zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict[
'level2'] or asker_zenbotid in self.accessdict['level3']:
for event in self.events:
if type(event) == Training:
training_list.append(event)
return (training_list)
def report_events(self, asker_zenbotid):
if asker_zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict[
'level2'] or asker_zenbotid in self.accessdict['level3']:
return (self.events)
else:
return None
def report_certifications(self, asker_zenbotid):
if asker_zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict[
'level2'] or asker_zenbotid in self.accessdict['level3']:
return (self.certifications)
else:
return None
def report_requiredcertifications(self, asker_zenbotid):
if asker_zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict[
'level2'] or asker_zenbotid in self.accessdict['level3']:
return (self.requiredcertifications)
else:
return None
def report_tasks(self, asker_zenbotid):
df = self.generate_df()
if asker_zenbotid in self.accessdict['level1'] or asker_zenbotid in self.accessdict[
'level2'] or asker_zenbotid in self.accessdict['level3']:
return (df)
else:
return None
# lets a person A grant person B access to person C, but not to the same level as themselves
def grant_access(self, access_for_zenbotid, access_to_zenbotid, level='level3'):
print(access_to_zenbotid in Zenbot.zenbot_dict)
zenbot = Zenbot.zenbot_dict.get(access_to_zenbotid)
print(zenbot)
if self.zenbotid in zenbot.accessdict['level1']:
if level != 'level1':
zenbot.accessdict[level].append(access_for_zenbotid)
elif self.zenbotid in zenbot.accessdict['level2']:
if level not in ['level1', 'level2']:
zenbot.accessdict[level].append(access_for_zenbotid)
else:
print('You are not permitted to grant access to {}.'.format(access_to_zenbotid))
def check(self, asker_zenbotid):
if asker_zenbotid in self.accessdict['level1']:
return (vars(self.zenbot))
def make_today_schedule(self):
events = [event for event in self.events if datetime.datetime.today.date() == event.start.date()]
time_available = datetime.timedelta(hours=8) - sum([ev.end - ev.start for ev in events], datetime.timedelta(0))
tasks_scored = [{'task': task, 'score': self._ranking_function(task)} for task in self.tasks]
return Schedule(events, self._select_tasks(tasks_scored, time_available))
def _select_tasks(self, tasks, time_available):
# TODO: ASSUMPTION : Tasks are small (a task cannot be more than 2-3 hour long)
selection = []
ranks = np.argsort([t['score'] for t in tasks])
for r in ranks:
task = tasks[r]
if time_available - (task['task'].dur_estim) > datetime.timedelta(0):
selection.append(task['task'])
time_available = time_available - (task['task'].dur_estim)
return selection
def _get_threshold(self, Task):
# TODO: Make sense of this - super arbitrary
# simple linear relation to effort and importance
return Task.effort * Task.importance # expressed in days
def _get_urgency(self, Task):
# on a scale 1-10
time_left = datetime.datetime.today() - Task.deadline
time_needed = (1 - Task.progress) * Task.dur_estim
if (time_left.days - time_needed.days) < self._get_threshold(Task):
return 10 - (10.0 / (self._get_threshold(Task) + 1) * (time_left.days - time_needed.days) + 1)
else:
return 0
def _ranking_function(self, Task):
# Ideally this function would be a machine learning algorithm that evolves based on the results
# proxy value to urgency
urgency = self._get_urgency(Task)
# value due to the number of tasks it blocks (and their importance)
if len(Task.dependency_of) > 5:
pivotal_points = 5
else:
pivotal_points = len(Task.dependency_of)
return urgency + pivotal_points
# for every key in self.required_certifications, check if it is in self.certifications & up to date. If not either of these, create a training object
def new_trainings(self):
co = False
for cert in self.requiredcertifications:
if cert in self.certifications: # this only adds the has expired
if self.certifications[cert] > self.requiredcertifications[cert]:
print(self.certifications[cert])
pass
else:
print(cert)
co = True
training_task = Task(project_id=111111,
deadline=datetime.datetime.today() + datetime.timedelta(days=7),
creator=self.zenbotid, dur_estim=datetime.timedelta(seconds=600), importance=2,
effort=0, category='training', description={'title': cert, 'description': str(
self.requiredcertifications[cert])})
else:
print(cert)
co = True
training_task = Task(project_id=111111, deadline=datetime.datetime.today() + datetime.timedelta(days=7),
creator=self.zenbotid, dur_estim=datetime.timedelta(seconds=600), importance=2,
effort=0, category='training',
description={'title': cert, 'description': str(self.requiredcertifications[cert])})
if co:
# print('Added task for ' + cert)
self.tasks.append(training_task)
# analyse zenbots stats that are relevant for current actions & evaluation
def generate_df(self):
self.remove_old()
tasklist = [[task.description['title'], task.project_id, task.category, task.progress, task.deadline,
task.date_completed, task.dur_estim, task.time_on_task, task.effort,
' | '.join(task.dependency_of), task.description['description']] for task in self.tasks]
if len(tasklist):
task_df = pd.DataFrame(tasklist)
task_df.columns = ['title', 'project_id', 'category', 'progress', 'deadline', 'date_completed', 'dur_estim',
'time_on_task', 'effort', 'dependency_of', 'description']
now = datetime.datetime.today()
overdue = [x - now for x in task_df['deadline']]
at_risk = [x - now for x in task_df['deadline']]
task_df['remaining_time'] = task_df['progress'] * task_df['dur_estim']
task_df['completed'] = 1 if task_df['progress'].tolist() == 1 else 0
task_df['overdue'] = task_df['deadline'].apply(
lambda x: 1 if x - now < datetime.timedelta(seconds=0) else 0)
task_df['at_risk'] = task_df['deadline'].apply(lambda x: 1 if x - now < datetime.timedelta(days=5) else 0)
task_df = task_df.sort_values(by='deadline').reset_index(drop=True)
else:
task_df = None
return (task_df)
def arrange_meetings(self, datetime, listofattendees, project_id, importance=5, urgency=5):
pass
# removes either tasks or events or both from object that are older than days
def remove_old(self, Days=30, tasks=True, events=True):
if len(self.tasks):
self.tasks = [task for task in self.tasks if
task.date_completed is None or task.date_completed + datetime.timedelta(
days=30) > datetime.datetime.today()]
if len(self.events):
self.events = [event for event in self.events if
event.end is not None or event.end + datetime.timedelta(days=30) > datetime.datetime.today()]