-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathlambda_function.py
206 lines (175 loc) · 6.56 KB
/
lambda_function.py
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
### 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 validate_data(age, investment_amount, intent_request):
"""
Validates the data provided by the user.
"""
# Validate the retirement age based on the user's current age.
# An retirement age of 65 years is considered by default.
if age is not None:
age = parse_int(
age
) # Since parameters are strings it's important to cast values
if age < 0:
return build_validation_result(
False,
"age",
"Your age is invalid, can you provide an age greater than zero?",
)
elif age >= 65:
return build_validation_result(
False,
"age",
"The maximum age to contract this service is 64, "
"can you provide an age between 0 and 64 please?",
)
# Validate the investment amount, it should be >= 5000
if investment_amount is not None:
investment_amount = parse_int(investment_amount)
if investment_amount < 5000:
return build_validation_result(
False,
"investmentAmount",
"The minimum investment amount is $5,000 USD, "
"could you please provide a greater amount?",
)
return build_validation_result(True, None, None)
#-------------------------------------------------------------------
def get_investment_recommendation(risk_level):
"""
Returns an initial investment recommendation based on the risk profile.
"""
risk_levels = {
"none": "100% bonds (AGG), 0% equities (SPY)",
"very low": "80% bonds (AGG), 20% equities (SPY)",
"low": "60% bonds (AGG), 40% equities (SPY)",
"medium": "40% bonds (AGG), 60% equities (SPY)",
"high": "20% bonds (AGG), 80% equities (SPY)",
"very high": "0% bonds (AGG), 100% equities (SPY)",
}
return risk_levels[risk_level.lower()]
#-------------------------------------------------------------------
### 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.
slots = get_slots(intent_request)
validation_result = validate_data(age, investment_amount, intent_request)
if not validation_result["isValid"]:
slots[validation_result["violatedSlot"]] = None # Cleans invalid slot
# Returns an elicitSlot dialog to request new data for the invalid slot
return elicit_slot(
intent_request["sessionAttributes"],
intent_request["currentIntent"]["name"],
slots,
validation_result["violatedSlot"],
validation_result["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
initial_recommendation = get_investment_recommendation(risk_level)
# 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)