-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathlambda_function.py
More file actions
216 lines (173 loc) · 6.48 KB
/
lambda_function.py
File metadata and controls
216 lines (173 loc) · 6.48 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
### Required Libraries ###
from datetime import datetime
from dateutil.relativedelta import relativedelta
### Functionality Helper Functions ###
def parse_int(n):
"""
Securely converts a non-integer value to integer.
"""
try:
return int(n)
except ValueError:
return float("nan")
def build_validation_result(is_valid, violated_slot, message_content):
"""
Define a result message structured as Lex response.
"""
if message_content is None:
return {"isValid": is_valid, "violatedSlot": violated_slot}
return {
"isValid": is_valid,
"violatedSlot": violated_slot,
"message": {"contentType": "PlainText", "content": message_content},
}
### Dialog Actions Helper Functions ###
def get_slots(intent_request):
"""
Fetch all the slots and their values from the current intent.
"""
return intent_request["currentIntent"]["slots"]
def elicit_slot(session_attributes, intent_name, slots, slot_to_elicit, message):
"""
Defines an elicit slot type response.
"""
return {
"sessionAttributes": session_attributes,
"dialogAction": {
"type": "ElicitSlot",
"intentName": intent_name,
"slots": slots,
"slotToElicit": slot_to_elicit,
"message": message,
},
}
def delegate(session_attributes, slots):
"""
Defines a delegate slot type response.
"""
return {
"sessionAttributes": session_attributes,
"dialogAction": {"type": "Delegate", "slots": slots},
}
def close(session_attributes, fulfillment_state, message):
"""
Defines a close slot type response.
"""
response = {
"sessionAttributes": session_attributes,
"dialogAction": {
"type": "Close",
"fulfillmentState": fulfillment_state,
"message": message,
},
}
return response
def data_validation(age, investment_amount, intent_request):
'''
Validate user inputs
'''
# User's Age validation
if age is not None:
age = parse_int(age)
# Checking if the user's Age is less than 65
if age >= 65:
return build_validation_result(
False,
"age",
"You should be below 65 years old to use this service, "
"please provide a different age",
)
# Checking if the user entered invalid minus age
if age <= 0:
return build_validation_result(
False,
"age",
"You age should not be a zero or a Negative value, "
"please provide a different age",
)
# Investment Amount validation
if investment_amount is not None:
investment_amount = parse_int(investment_amount)
if investment_amount < 5000:
return build_validation_result(
False,
"investmentAmount",
"The investment amount should be equal to or great than 5000, "
"please provide a different amount",
)
# True results is returned if age or investment_amount are valid
return build_validation_result(True, None, None)
### Intents Handlers ###
def recommend_portfolio(intent_request):
"""
Performs dialog management and fulfillment for recommending a portfolio.
"""
first_name = get_slots(intent_request)["firstName"]
age = get_slots(intent_request)["age"]
investment_amount = get_slots(intent_request)["investmentAmount"]
risk_level = get_slots(intent_request)["riskLevel"]
source = intent_request["invocationSource"]
if source == "DialogCodeHook":
# Perform basic validation on the supplied input slots.
# Use the elicitSlot dialog action to re-prompt
# for the first violation detected.
# Get all the slots
slots = get_slots(intent_request)
# data_validation function for user input validation
validation_results = data_validation(age, investment_amount, intent_request)
# If user input invalid validation, then elicitSlot dialog action being used to re-prompt for the user at first hand
if not validation_results["isValid"]:
slots[validation_results["violatedSlot"]] = None # Clearing up for re-enter
return elicit_slot(
intent_request["sessionAttributes"],
intent_request["currentIntent"]["name"],
slots,
validation_results["violatedSlot"],
validation_results["message"],
)
# Fetch current session attibutes
output_session_attributes = intent_request["sessionAttributes"]
return delegate(output_session_attributes, get_slots(intent_request))
# Get the initial investment recommendation
if risk_level == "Very Low":
initial_recommendation = "80% bonds (AGG), 20% equities (SPY)"
elif risk_level == "Low":
initial_recommendation = "60% bonds (AGG), 40% equities (SPY)"
elif risk_level == "Medium":
initial_recommendation = "40% bonds (AGG), 60% equities (SPY)"
elif risk_level == "High":
initial_recommendation = "20% bonds (AGG), 80% equities (SPY)"
elif risk_level == "Very High":
initial_recommendation = "20% bonds (AGG), 80% equities (SPY)"
else:
initial_recommendation = "100% bonds (AGG), 0% equities (SPY)"
# Return a message with the initial recommendation based on the risk level.
return close(
intent_request["sessionAttributes"],
"Fulfilled",
{
"contentType": "PlainText",
"content": """{} thank you for your information;
based on the risk level you defined, my recommendation is to choose an investment portfolio with {}
""".format(
first_name, initial_recommendation
),
},
)
### Intents Dispatcher ###
def dispatch(intent_request):
"""
Called when the user specifies an intent for this bot.
"""
intent_name = intent_request["currentIntent"]["name"]
# Dispatch to bot's intent handlers
if intent_name == "RecommendPortfolio":
return recommend_portfolio(intent_request)
raise Exception("Intent with name " + intent_name + " not supported")
### Main Handler ###
def lambda_handler(event, context):
"""
Route the incoming request based on intent.
The JSON body of the request is provided in the event slot.
"""
return dispatch(event)