def _make_pipeline(pipeline_name, config_file, script_dir, sample_id): p = Pipeline(pipeline_name = pipeline_name, config_file = config_file, script_dir = script_dir, sample_id = sample_id) p.make_script(sample_id) return p
def _make_pipeline(self, pipeline_name, config_file, script_dir,
sample_id):
p = Pipeline(pipeline_name=pipeline_name,
config_file=config_file,
script_dir=script_dir,
sample_id=sample_id)
p.make_script(sample_id)
return p
def changepswd():
current_user = get_jwt_identity()
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureParam, [request, 'username'])
pipeline.add(ensureParam, [request, 'oripswd'])
pipeline.add(ensureParam, [request, 'newpswd'])
broken, retvs = pipeline.run()
if broken:
return retvs
_, username, oripswd, newpswd = retvs
sess = DBSession()
user = sess.query(User).filter_by(username=username).first()
if not user or not cmparePswd(
oripswd, user.password) or not user.id == current_user:
return jsonify({"msg": "Bad username or password"}), 401
user.setPassword(newpswd)
sess.commit()
invalidate(get_raw_jwt())
return jsonify(msg="Change password successfully, please relogin"), 200
def main():
# Instantiate the pipeline
pipeline = Pipeline(model=model(), base_path="data", epochs=2)
# Feed driving log data into the pipeline
pipeline.import_data()
# Start training
pipeline.run()
def loginAs():
if not inDebugging():
return 'FORBIDDEN'
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(
ensureParam,
[request, 'username', lambda: invalidateSession(session, 'captcha')])
broken, retvs = pipeline.run()
if broken:
return retvs
_, username = retvs
sess = DBSession()
user = sess.query(User).filter_by(username=username).first()
token = create_access_token(identity=user.id)
return jsonify(msg="Login successfully as " + user.username,
access_token=token), 200
def delete():
current_user = get_jwt_identity()
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureParam, [request, 'id'])
broken, retvs = pipeline.run()
if broken:
return retvs
_, _id = retvs
sess = DBSession()
addr = sess.query(Address).filter_by(id=_id).first()
user = sess.query(User).filter_by(id=current_user).first()
if (addr != None) and (addr.owner_id == current_user):
if user.default_address_id == addr.id:
user.default_address_id = None
sess.commit()
sess.delete(addr)
sess.commit()
return jsonify(result=True), 200
return jsonify(result=False, reson="BAD ADDRESS ID"), 200
def createProductWithDescription():
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureParam, [request, 'description'])
pipeline.add(ensureParam, [request, 'category'])
pipeline.add(ensureParam, [request, 'name'])
broken, retvs = pipeline.run()
if broken:
return retvs
_, desc_json, category, name = retvs
product = Product(name, category)
db.session.add(product)
db.session.commit()
description = Description(desc_json, product.id)
description.active = True
db.session.add(description)
db.session.commit()
return jsonify(msg="Create Product With Description successfully",
product_id=product.id), 200
def login():
if ('captcha' not in session.keys()) or (session['captcha'] is None):
return jsonify(result=False, reason="Please reload captcha first"), 400
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureCaptcha, [request, session])
pipeline.add(
ensureParam,
[request, 'username', lambda: invalidateSession(session, 'captcha')])
pipeline.add(
ensureParam,
[request, 'password', lambda: invalidateSession(session, 'captcha')])
broken, retvs = pipeline.run()
if broken:
return retvs
_, _, username, password = retvs
sess = DBSession()
user = sess.query(User).filter_by(username=username).first()
if not user or not cmparePswd(password, user.password):
session['captcha'] = None
return jsonify(result=False, reason="Bad username or password"), 401
expires = datetime.timedelta(days=1)
token = create_access_token(identity=user.id, expires_delta=expires)
session['captcha'] = None
return jsonify(result=True,
access_token=token,
user_type=user.getUserType()), 200
def registery():
if (not 'captcha' in session.keys()) or (session['captcha'] == None):
return jsonify(result=False, reason="Please reload captcha first"), 400
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureCaptcha, [request, session])
pipeline.add(
ensureParam,
[request, 'username', lambda: invalidateSession(session, 'captcha')])
pipeline.add(
ensureParam,
[request, 'password', lambda: invalidateSession(session, 'captcha')])
broken, retvs = pipeline.run()
if broken:
return retvs
_, _, username, password = retvs
sess = DBSession()
user = User(username)
user.setPassword(password)
sess.add(user)
sess.commit()
session['captcha'] = None
return jsonify(result=True), 200
def update():
current_user = get_jwt_identity()
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureParam, [request, 'id'])
pipeline.add(ensureParam, [request, 'receiver'])
pipeline.add(ensureParam, [request, 'phonenumber'])
pipeline.add(ensureParam, [request, 'address'])
broken, retvs = pipeline.run()
if broken:
return retvs
_, _id, receiver, phonenumber, address = retvs
sess = DBSession()
addr = sess.query(Address).filter_by(id=_id).first()
user = sess.query(User).filter_by(id=current_user).first()
if (addr != None) and (addr.owner_id == current_user):
addr.receiver = receiver
addr.phonenumber = phonenumber
addr.address = address
sess.commit()
return jsonify(result=True), 200
return jsonify(result=False, reson="BAD ADDRESS ID"), 200
def add():
current_user = get_jwt_identity()
pipeline = Pipeline(request)
pipeline.add(ensureJson)
pipeline.add(ensureParam, [request, 'receiver'])
pipeline.add(ensureParam, [request, 'phonenumber'])
pipeline.add(ensureParam, [request, 'address'])
broken, retvs = pipeline.run()
if broken:
return retvs
_, receiver, phonenumber, address = retvs
addr = Address(current_user, receiver, phonenumber, address)
sess = DBSession()
sess.add(addr)
sess.commit()
user = sess.query(User).filter_by(id=current_user).first()
if user.default_address_id is None:
user.default_address_id = addr.id
sess.commit()
return jsonify(result=True, id=addr.id), 200
'postprocess': {
'report': {
'enabled': True,
'obj': Report(),
'metadata': {
'metrics':
[], #IMPORTANT: if not in interactive mode, SET TO ['accuracy','precision', 'recall', 'f1', 'cm']
'return_pred':
True, #IMPORTANT: if not in interactive mode, SET TO False
'average':
True, #uses weights to use all enabled rules together
'save': False, #saves report to csv
}
},
'visualize': {
'enabled': False,
'obj': Visualize(),
'metadata': {
'normalize':
False, #if you want a normalized confusion matrix, set to True
'save':
False #if you enable 'visualize', recommend setting 'save' to True
}
}
}
}
#pass into Pipeline class run function
p = Pipeline(config)
p.run()