def get_offering(semester_uq_id, course_code):
try:
offering = Session().query(
models.Offering
).join(
models.Semester,
sa.and_(
models.Offering.semester_id == models.Semester.id,
models.Semester.uq_id == semester_uq_id,
)
).join(
models.Course,
sa.and_(
models.Offering.course_id == models.Course.id,
models.Course.course_code == course_code,
)
).one()
return offering.serialise()
except NoResultFound:
# Didn't find anything existing, try scraping it
try:
offering = _attempt_scrape(semester_uq_id, course_code)
return offering.serialise()
except (scraper.ScraperException, APIException):
# Scraping failed, probably just a bad request
raise APINotFoundException("No offering for that course code and semester")
def POST(self):
partial = json.loads(web.data())
rawdata = model.build_raw_data(partial, web.ctx.environ, web.ctx.ip)
identity = model.create_user(partial["name"])
whorls = model.create_get_whorls(rawdata)
model.learn(whorls, identity)
Session.commit()
return ""
def make_heartbeat(self):
'''
Make an Event row that will only trigger a notification for
groups with a heartbeat group_specification
'''
session = Session()
last_hb = session.query(Event).filter(
Event.event_id == 'heartbeat').all()
make_hb = False
if last_hb:
if time.time() > (last_hb[-1].time) + 24 * 60 * 60:
make_hb = True
else:
make_hb = True
if make_hb is True:
e = Event()
e.time = time.time()
e.event_id = 'heartbeat'
e.magnitude = 10
e.lat = 1000
e.lon = 1000
e.title = 'ShakeCast Heartbeat'
e.place = 'ShakeCast is running'
e.status = 'new'
e.directory_name = os.path.join(self.data_dir, e.event_id)
session.add(e)
session.commit()
self.get_event_map(e)
Session.remove()
def get_tweets(user_id, created_at, offset=0, limit=100):
with Session() as session:
query = session.query(Tweet).\
filter(Tweet.deleted_at == None).\
filter(Tweet.user_id == user_id).\
filter(Tweet.created_at > created_at)
for tweet in query.limit(limit).offset(offset).yield_per(10):
yield tweet
def unfollow(follower_id, followee_id):
with Session() as session:
follow = session.query(Follow).\
filter(Follow.follower_id == follower_id).\
filter(Follow.followee_id == followee_id).one_or_none()
if follow:
follow.deleted_at = datetime.now(timezone.utc)
session.commit()
def delete(user_id, tweet_id):
"""Delete a tweet"""
with Session() as session:
now = datetime.now(timezone.utc)
tweet = session.query(Tweet). \
filter(Tweet.id == tweet_id). \
filter(Tweet.user_id == user_id).one()
tweet.deleted_at = now
session.commit()
def login(email, password):
with Session() as session:
user = session.query(User).filter(User.email == email).one()
b_hashed = bytes(user.password, 'utf-8')
b_password = bytes(password, 'utf-8')
if bcrypt.checkpw(b_password, b_hashed):
return make_token(user)
else:
raise ValueError('Invalid password')
def send_update_notification(update_info=None):
'''
Create notification to alert admin of software updates
'''
try:
not_builder = NotificationBuilder()
html = not_builder.build_update_html(update_info=update_info)
#initiate message
msg = MIMEMultipart()
msg_html = MIMEText(html, 'html')
msg.attach(msg_html)
# find the ShakeCast logo
logo_str = os.path.join(sc_dir(), 'view', 'static', 'sc_logo.png')
# open logo and attach it to the message
logo_file = open(logo_str, 'rb')
msg_image = MIMEImage(logo_file.read())
logo_file.close()
msg_image.add_header('Content-ID', '<sc_logo>')
msg_image.add_header('Content-Disposition', 'inline')
msg.attach(msg_image)
mailer = Mailer()
me = mailer.me
# get admin with emails
session = Session()
admin = session.query(User).filter(
User.user_type.like('admin')).filter(User.email != '').all()
emails = [a.email for a in admin]
msg['Subject'] = 'ShakeCast Software Update'
msg['To'] = ', '.join(emails)
msg['From'] = me
if len(emails) > 0:
mailer.send(msg=msg, you=emails)
except:
return False
return True
def GetUser(self, request, context):
"""Returns db user object for the input user ID"""
user_id = request.user_id
try:
with Session() as session:
user = session.query(User).filter(User.id == user_id).one()
return UserReply(user=to_pb_user(user))
except NoResultFound as err:
context.set_code(grpc.StatusCode.NOT_FOUND)
context.set_details(f"Unable to find user with ID {user_id}")
def learn(whorls, identity):
"""
increment the count for whorlID probability, whorl, total_visits
and identity.
"""
db = Session()
identity.count = identity.count + 1
total_visits = db.query(Stat).filter_by(key="total_visits").one()
total_visits.value = total_visits.value + 1
for whorl in whorls:
whorl.count = whorl.count + 1
for wi in get_whorl_identities(whorls, identity):
wi.count = wi.count + 1
db.commit()
def get_semesters():
semesters = Session().query(
models.Semester
).all()
return {
'semesters': [
semester.serialise()
for semester in semesters
]
}
def get_whorls(rawdata):
db = Session()
whorls = []
hashes = [hashed for key, value, hashed in create_hashes(rawdata)]
whorls = db.query(Whorl).filter(Whorl.hashed.in_(hashes)).all()
# TODO: if the number of users grows large, we need to limit
# the whorls we consider, because otherwise the set of users we need
# to consider gets too large, and the memory and computing requirements
# will grow too quickly. So we could do something like this:
#
# order_by(asc(Whorl.count)).\
# limit(top)
#
# this only looks at rare whorls. This may not be the best solution. When the data
# is sparse, if a player switches browsers there is very little or no overlap with
# the whorls generated by the previous browser with this method.
return whorls
def identify_from(whorls):
db = Session()
stats = stats_obj(db)
minprob = float(1) / stats["total_visits"]
whorl_hashes = list(set([whorl.hashed for whorl in whorls]))
# this is a dictionary of dictionaries. The inner dictionaries
# contain probabilities of the whorl given the user.
whorlids = defaultdict(lambda: defaultdict(lambda: minprob))
for wid in db.query(WhorlIdentity).filter(WhorlIdentity.whorl_hashed.in_(whorl_hashes)).all():
whorlids[wid.identity][wid.whorl_hashed] = min(1, float(wid.count) / wid.identity.count)
# The probabilities above are then used to create a list
# of probabilities per user for every whorl passed in.
# The inner dictionary above defaults to a reasonable
# minimum if we've never seen a whorl for a given user
givenid = defaultdict(list)
for identity, idprobs in whorlids.items():
for whorl in whorls:
givenid[identity].append(idprobs[whorl.hashed])
# These are all the probabilities put into a list of tuples so
# it can be sorted by probability.
probs = [
(
# calculate the posterior probability p(whorl|identity)p(identity)
reduce(mul, idprobs) * (float(identity.count) / stats["total_visits"]),
# identity id as a tie breaker in sorting. this is arbitrary. If there
# is a tie, we just guess. could put a random number here I suppose.
identity.id,
# the identity tied to this probability.
identity,
)
for identity, idprobs in givenid.items()
]
probs.sort()
return probs[-1][2] # the most likely identity (third element is the identity)
def follow(follower_id, followee_id):
with Session() as session:
follow = session.query(Follow). \
filter(Follow.follower_id == follower_id). \
filter(Follow.followee_id == followee_id).one_or_none()
if follow:
if follow.deleted_at:
follow.deleted_at = None
session.commit()
else:
follow = Follow(followee_id=followee_id, follower_id=follower_id)
session.add(follow)
session.commit()
def create(password, email, phone, name, latitude=0, longtitude=0):
hashed_password, salt = make_password(password)
with Session() as session:
new_user = User(email=email,
password=hashed_password,
salt=salt,
phone=phone,
name=name,
latitude=latitude,
longtitude=longtitude)
session.add(new_user)
session.commit()
token = make_token(new_user)
return token
def get_whorl_identities(whorls, identity):
db = Session()
wis = []
for whorl in whorls:
try:
wi = db.query(WhorlIdentity).filter_by(whorl_hashed=whorl.hashed).filter_by(identity_id=identity.id).one()
except NoResultFound:
wi = WhorlIdentity(whorl_hashed=whorl.hashed, identity_id=identity.id)
db.add(wi)
db.flush()
wis.append(wi)
return wis
def post(user_id, content, latitude, longtitude):
"""Post a tweet"""
if len(content) > 300:
raise ValueError(
f"Content length is greater than 300. Got {len(content)}")
with Session() as session:
# we need to set created_at here instead of using the default because
# expunge was called before created_at was set during commit
new_tweet = Tweet(user_id=user_id,
content=content,
latitude=latitude,
longtitude=longtitude,
created_at=datetime.now(timezone.utc))
session.add(new_tweet)
# we need to duplicate another one and detach it from the session
# in order to use it outside of session
# https://docs.sqlalchemy.org/en/latest/orm/session_state_management.html#merge-tips
merged_tweet = session.merge(new_tweet)
session.expunge(merged_tweet)
session.commit()
return merged_tweet
def create_get_whorls(rawdata):
whorls = []
db = Session()
for key, value, hashed in create_hashes(rawdata):
try:
whorl = db.query(Whorl).filter_by(hashed=hashed).one()
except NoResultFound:
whorl = Whorl(hashed=hashed, key=key, value=value)
db.add(whorl)
db.flush()
whorls.append(whorl)
return whorls
def get_new_events(self, scenario=False):
"""
Checks the json feed for new earthquakes
"""
session = Session()
sc = SC()
event_str = ''
new_events = []
for eq_id in self.earthquakes.keys():
eq = self.earthquakes[eq_id]
# ignore info from unfavorable networks and low mag eqs
if (eq['properties']['net'] in self.ignore_nets
or eq['properties']['mag'] < sc.new_eq_mag_cutoff):
continue
# get event id and all ids
event = Event()
event.all_event_ids = eq['properties']['ids']
if scenario is False:
event.event_id = eq_id
else:
event.event_id = eq_id + '_scenario'
event.all_event_ids = event.event_id
# use id and all ids to determine if the event is new and
# query the old event if necessary
old_shakemaps = []
old_notifications = []
if event.is_new() is False:
event.status = 'processed'
ids = event.all_event_ids.strip(',').split(',')
old_events = [(session.query(Event).filter(
Event.event_id == each_id).first()) for each_id in ids]
# remove older events
for old_event in old_events:
if old_event is not None:
old_notifications += old_event.notifications
old_shakemaps += old_event.shakemaps
# if one of these old events hasn't had
# notifications sent, this event should be sent
if old_event.status == 'new':
event.status = 'new'
session.delete(old_event)
else:
event.status = 'new'
# over ride new status if scenario
if scenario is True:
event.status = 'scenario'
# Fill the rest of the event info
event.directory_name = os.path.join(self.data_dir, event.event_id)
event.title = self.earthquakes[eq_id]['properties']['title']
event.place = self.earthquakes[eq_id]['properties']['place']
event.time = self.earthquakes[eq_id]['properties']['time'] / 1000.0
event.magnitude = eq['properties']['mag']
event_coords = self.earthquakes[eq_id]['geometry']['coordinates']
event.lon = event_coords[0]
event.lat = event_coords[1]
event.depth = event_coords[2]
if old_shakemaps:
event.shakemaps = old_shakemaps
if old_notifications:
event.notifications = old_notifications
session.add(event)
session.commit()
self.get_event_map(event)
# add the event to the return list and add info to the
# return string
new_events += [event]
event_str += 'Event: %s\n' % event.event_id
Session.remove()
print event_str
return new_events, event_str
def _attempt_scrape(semester_uq_id, course_code):
try:
semester = Session().query(
models.Semester
).filter(
models.Semester.uq_id == semester_uq_id
).one()
except NoResultFound:
raise APINotFoundException("Semester doesn't exist")
# Don't scrape if we've already got it
try:
offering = Session().query(
models.Offering
).join(
models.Course,
models.Offering.course_id == models.Course.id,
).filter(
models.Course.course_code == course_code,
models.Offering.semester_id == semester.id,
).one()
# If we got to here, the offering has already been scraped and we should abort
raise APIFailureException("Offering has already been scraped")
except NoResultFound:
# this is what we want
pass
# Actual scrape
assessment_items = scraper.scrape_assessment(semester.semester, course_code)
try:
course = Session().query(
models.Course
).filter(
models.Course.course_code == course_code
).one()
except NoResultFound:
course = models.Course(course_code)
Session().add(course)
Session().commit()
session = Session()
offering = models.Offering(
course_id=course.id,
semester_id=semester.id,
)
session.add(offering)
session.flush()
# Add assessment items
for item in assessment_items:
session.add(models.AssessmentItem(
offering_id=offering.id,
task_name=item['task'],
weight=item['weight'],
))
session.commit()
return offering
def create_identity(name):
db = Session()
identity = Identity(name=name)
db.add(identity)
db.flush()
return identity
def get_assessment_items(self):
return Session().query(AssessmentItem).filter(
AssessmentItem.offering_id == self.id, ).all()
def get_current_semester(cls):
return Session().query(cls).filter(cls.is_current == True, ).one()
def get_new_shakemaps(self, scenario=False):
"""
Checks the json feed for new earthquakes
"""
session = Session()
url_opener = URLOpener()
shakemap_str = ''
new_shakemaps = []
for eq_id in self.earthquakes.keys():
eq = self.earthquakes[eq_id]
if scenario is False:
eq_url = eq['properties']['detail']
try:
eq_str = url_opener.open(eq_url)
except:
self.log += 'Bad EQ URL: {0}'.format(eq_id)
try:
eq_info = json.loads(eq_str)
except Exception as e:
eq_info = e.partial
else:
eq_info = eq
# check if the event has a shakemap
if ('shakemap' not in eq_info['properties']['products'].keys()
and 'shakemap-scenario'
not in eq_info['properties']['products'].keys()):
continue
# pulls the first shakemap associated with the event
shakemap = ShakeMap()
if scenario is False:
shakemap.shakemap_id = eq_id
else:
shakemap.shakemap_id = eq_id + '_scenario'
if 'shakemap-scenario' in eq_info['properties']['products'].keys():
sm_str = 'shakemap-scenario'
else:
sm_str = 'shakemap'
# which shakemap has the highest weight
weight = 0
for idx in xrange(len(eq_info['properties']['products'][sm_str])):
if eq_info['properties']['products'][sm_str][idx][
'preferredWeight'] > weight:
weight = eq_info['properties']['products'][sm_str][idx][
'preferredWeight']
shakemap_json = eq_info['properties']['products'][sm_str][
idx]
shakemap.shakemap_version = shakemap_json['properties']['version']
# check if we already have the shakemap
if shakemap.is_new() is False:
shakemap = (session.query(ShakeMap).filter(
ShakeMap.shakemap_id == shakemap.shakemap_id).filter(
ShakeMap.shakemap_version ==
shakemap.shakemap_version).first())
# Check for new shakemaps without statuses; git them a
# status so we know what to do with them later
if shakemap.status is None:
shakemap.status = 'downloading'
session.add(shakemap)
session.commit()
# depricate previous unprocessed versions of the ShakeMap
dep_shakemaps = (session.query(ShakeMap).filter(
ShakeMap.shakemap_id == shakemap.shakemap_id).filter(
ShakeMap.status == 'new')).all()
for dep_shakemap in dep_shakemaps:
dep_shakemap.status = 'depricated'
# assign relevent information to shakemap
shakemap.map_status = shakemap_json['properties']['map-status']
shakemap.region = shakemap_json['properties']['eventsource']
shakemap.lat_max = shakemap_json['properties']['maximum-latitude']
shakemap.lat_min = shakemap_json['properties']['minimum-latitude']
shakemap.lon_max = shakemap_json['properties']['maximum-longitude']
shakemap.lon_min = shakemap_json['properties']['minimum-longitude']
shakemap.generation_timestamp = shakemap_json['properties'][
'process-timestamp']
shakemap.recieve_timestamp = time.time()
# make a directory for the new event
shakemap.directory_name = os.path.join(
self.data_dir, shakemap.shakemap_id,
shakemap.shakemap_id + '-' + str(shakemap.shakemap_version))
if not os.path.exists(shakemap.directory_name):
os.makedirs(shakemap.directory_name)
# Try to download all prefered products
for product_name in self.pref_products:
# if we already have a good version of this product
# just skip it
if shakemap.has_products([product_name]):
continue
existing_prod = (session.query(Product).filter(
Product.shakemap_id == shakemap.shakecast_id).filter(
Product.product_type == product_name)).all()
if existing_prod:
product = existing_prod[0]
else:
product = Product(shakemap=shakemap,
product_type=product_name)
try:
product.json = shakemap_json['contents']['download/%s' %
product_name]
product.url = product.json['url']
# download and allow partial products
product.str_ = url_opener.open(product.url)
# determine if we're writing binary or not
if product_name.lower().endswith(
('.png', '.jpg', '.jpeg')):
mode = 'wb'
else:
mode = 'wt'
product.file_ = open(
'%s%s%s' %
(shakemap.directory_name, self.delim, product_name),
mode)
product.file_.write(product.str_)
product.file_.close()
product.error = None
product.status = 'downloaded'
except Exception as e:
product.status = 'download failed'
product.error = '{}: {}'.format(type(e), e)
self.log += 'Failed to download: %s %s' % (eq_id,
product_name)
# check for event whose id or one of its old ids matches the shakemap id
if scenario is False:
event = session.query(Event).filter(
Event.all_event_ids.contains(shakemap.shakemap_id)).all()
else:
event = session.query(Event).filter(
Event.event_id == shakemap.shakemap_id).all()
if event:
event = event[0]
event.shakemaps.append(shakemap)
if (scenario is False and shakemap.has_products(self.req_products)
and shakemap.status == 'downloading'):
shakemap.status = 'new'
elif scenario is True:
shakemap.status = 'scenario'
session.commit()
new_shakemaps += [shakemap]
shakemap_str += 'Wrote %s to disk.\n' % shakemap.shakemap_id
self.log += shakemap_str
Session.remove()
return new_shakemaps, shakemap_str
import os
from app import webapp
from orm import DB, Session
import models
webapp.config.update({
'SQLALCHEMY_DATABASE_URI': os.environ['UQFINAL_DB_URI'],
'SQLALCHEMY_TRACK_MODIFICATIONS': False,
'SQLALCHEMY_POOL_SIZE': 0,
'SQLALCHEMY_POOL_RECYCLE': 500,
})
DB.init_app(webapp)
if __name__ == "__main__":
import sys
args = sys.argv
if len(args) > 1 and args[1] == "generatedb":
with webapp.app_context():
s = Session()
models.ORMBase.metadata.create_all(s.connection())
s.commit()
else:
webapp.run(port=8080)
def get_new_shakemaps(self, scenario=False):
"""
Checks the json feed for new earthquakes
"""
session = Session()
url_opener = URLOpener()
shakemap_str = ''
new_shakemaps = []
for eq_id in self.earthquakes.keys():
eq = self.earthquakes[eq_id]
if scenario is False:
eq_url = eq['properties']['detail']
try:
eq_str = url_opener.open(eq_url)
except:
self.log += 'Bad EQ URL: {0}'.format(eq_id)
try:
eq_info = json.loads(eq_str)
except Exception as e:
eq_info = e.partial
else:
eq_info = eq
# check if the event has a shakemap
if 'shakemap' not in eq_info['properties']['products'].keys():
continue
# pulls the first shakemap associated with the event
shakemap = ShakeMap()
if scenario is False:
shakemap.shakemap_id = eq_id
else:
shakemap.shakemap_id = eq_id + '_scenario'
shakemap.shakemap_version = eq_info['properties']['products'][
'shakemap'][0]['properties']['version']
# check if we already have the shakemap
if shakemap.is_new() is False:
shakemap = (session.query(ShakeMap).filter(
ShakeMap.shakemap_id == shakemap.shakemap_id).filter(
ShakeMap.shakemap_version ==
shakemap.shakemap_version).first())
shakemap.json = eq_info['properties']['products']['shakemap'][0]
# check if the shakemap has required products. If it does,
# it is not a new map, and can be skipped
if (shakemap.has_products(
self.req_products)) and scenario is False:
continue
# depricate previous unprocessed versions of the ShakeMap
dep_shakemaps = (session.query(ShakeMap).filter(
ShakeMap.shakemap_id == shakemap.shakemap_id).filter(
ShakeMap.status == 'new'))
for dep_shakemap in dep_shakemaps:
dep_shakemap.status = 'depricated'
# assign relevent information to shakemap
shakemap.map_status = shakemap.json['properties']['map-status']
shakemap.region = shakemap.json['properties']['eventsource']
shakemap.lat_max = shakemap.json['properties']['maximum-latitude']
shakemap.lat_min = shakemap.json['properties']['minimum-latitude']
shakemap.lon_max = shakemap.json['properties']['maximum-longitude']
shakemap.lon_min = shakemap.json['properties']['minimum-longitude']
shakemap.generation_timestamp = shakemap.json['properties'][
'process-timestamp']
shakemap.recieve_timestamp = time.time()
if scenario is False:
shakemap.status = 'new'
else:
shakemap.status = 'scenario'
# make a directory for the new event
shakemap.directory_name = os.path.join(
self.data_dir, shakemap.shakemap_id,
shakemap.shakemap_id + '-' + str(shakemap.shakemap_version))
if not os.path.exists(shakemap.directory_name):
os.makedirs(shakemap.directory_name)
# download products
for product_name in self.req_products:
product = Product(shakemap=shakemap, product_type=product_name)
try:
product.json = shakemap.json['contents']['download/%s' %
product_name]
product.url = product.json['url']
# download and allow partial products
try:
product.str_ = url_opener.open(product.url)
eq['status'] = 'downloaded'
except httplib.IncompleteRead as e:
product.web = e.partial
eq['status'] = 'incomplete'
if product_name.lower().endswith(
('.png', '.jpg', '.jpeg')):
mode = 'wb'
else:
mode = 'wt'
product.file_ = open(
'%s%s%s' %
(shakemap.directory_name, self.delim, product_name),
mode)
product.file_.write(product.str_)
product.file_.close()
except:
self.log += 'Failed to download: %s %s' % (eq_id,
product_name)
# check for event whose id or one of its old ids matches the shakemap id
if scenario is False:
event = session.query(Event).filter(
Event.all_event_ids.contains(shakemap.shakemap_id)).all()
else:
event = session.query(Event).filter(
Event.event_id == shakemap.shakemap_id).all()
if event:
event = event[0]
event.shakemaps.append(shakemap)
session.commit()
new_shakemaps += [shakemap]
shakemap_str += 'Wrote %s to disk.\n' % shakemap.shakemap_id
self.log += shakemap_str
Session.remove()
print shakemap_str
return new_shakemaps, shakemap_str
orm = []
with engine.connect() as conn:
result = conn.execute(sql_query)
for x in result:
sql.append(x)
for x in orm_query:
orm.append(x)
print("ORM query:")
print(orm)
print("SQL query:")
print(sql)
assert sql == orm
session = Session()
def tester():
#List, for every boat, the number of times it has been reserved,
#excluding those boats that have never been reserved (list the id and the name).
orm_2 = session.query(
Boats.bid, Boats.bname,
func.count('reserves.sid')).filter(Boats.bid == Reserves.bid)
sql_2 = "SELECT b.bid, b.bname, count(r.sid) as TRserved FROM boats b JOIN reserves r ON b.bid = r.bid ;"
checker(sql_2, orm_2)
#Find the average age of sailors with a rating of 10.
from datetime import date
from alchemyclass import User
from orm import Session, engine, Base
import requests
from time import sleep
Base.metadata.create_all(engine)
session = Session()
username = input('Enter a username to search: ')
url = f'https://api.github.com/users/{username}/repos'
web_page = requests.get(url)
web_page_json = web_page.json()
status = web_page.status_code
query = session.query(User).filter(User.username == username)
if status == 200:
if query.first() is None:
print('\n\nUser not exists... Creating a new one!\n\n')
sleep(2)
for i in web_page_json:
print(i['name'])
insert_ = User(username, i['name'], date.today())
session.add(insert_)
print('\nAdding this repositories ^')
price_quote = base_read(PATHS['price_quote'])
price_quote = convert_boolean(price_quote, ['bracket_pricing'])
price_quote = convert_datetime(price_quote, ['quote_date'])
base_load(price_quote, Supplier, COLUMNS_MAP['supplier'], session)
base_load(price_quote, TubeAssembly, COLUMNS_MAP['tube_assembly'], session)
base_load(price_quote, PriceQuote, COLUMNS_MAP['price_quote'], session)
comp_boss = base_read(PATHS['component_boss'])
comp_boss = convert_boolean(comp_boss,
['groove', 'unique_feature', 'orientation'])
base_load(comp_boss, ComponentType, COLUMNS_MAP['component_type'], session)
base_load(comp_boss, ConnectionType, COLUMNS_MAP['connection_type'],
session)
base_load(comp_boss, Component, COLUMNS_MAP['component'], session)
bill_of_materials = base_read(PATHS['material_bill'])
bill_of_materials = normalize(bill_of_materials, 'tube_assembly_id',
['component_id', 'quantity'], 8)
base_load(bill_of_materials, MaterialBill, COLUMNS_MAP['material_bill'],
session)
if __name__ == "__main__":
create_db()
session = Session()
main()
