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import base64 | |
import dill | |
import os | |
import json | |
import jsonpickle | |
import pickle | |
import random | |
import requests | |
from dotenv import load_dotenv | |
from mathtext_fastapi.nlu import evaluate_message_with_nlu | |
from mathtext_fastapi.math_quiz_fsm import MathQuizFSM | |
from supabase import create_client | |
from transitions import Machine | |
load_dotenv() | |
SUPA = create_client( | |
os.environ.get('SUPABASE_URL'), | |
os.environ.get('SUPABASE_KEY') | |
) | |
def create_text_message(message_text, whatsapp_id): | |
""" Fills a template with input values to send a text message to Whatsapp | |
Inputs | |
- message_text: str - the content that the message should display | |
- whatsapp_id: str - the message recipient's phone number | |
Outputs | |
- message_data: dict - a preformatted template filled with inputs | |
""" | |
message_data = { | |
"preview_url": False, | |
"recipient_type": "individual", | |
"to": whatsapp_id, | |
"type": "text", | |
"text": { | |
"body": message_text | |
} | |
} | |
return message_data | |
def create_button_objects(button_options): | |
""" Creates a list of button objects using the input values | |
Input | |
- button_options: list - a list of text to be displayed in buttons | |
Output | |
- button_arr: list - preformatted button objects filled with the inputs | |
NOTE: Not fully implemented and tested | |
""" | |
button_arr = [] | |
for option in button_options: | |
button_choice = { | |
"type": "reply", | |
"reply": { | |
"id": "inquiry-yes", | |
"title": option['text'] | |
} | |
} | |
button_arr.append(button_choice) | |
return button_arr | |
def create_interactive_message(message_text, button_options, whatsapp_id): | |
""" Fills a template to create a button message for Whatsapp | |
* NOTE: Not fully implemented and tested | |
* NOTE/TODO: It is possible to create other kinds of messages | |
with the 'interactive message' template | |
* Documentation: | |
https://whatsapp.turn.io/docs/api/messages#interactive-messages | |
Inputs | |
- message_text: str - the content that the message should display | |
- button_options: list - what each button option should display | |
- whatsapp_id: str - the message recipient's phone number | |
""" | |
button_arr = create_button_objects(button_options) | |
data = { | |
"to": whatsapp_id, | |
"type": "interactive", | |
"interactive": { | |
"type": "button", | |
# "header": { }, | |
"body": { | |
"text": message_text | |
}, | |
# "footer": { }, | |
"action": { | |
"buttons": button_arr | |
} | |
} | |
} | |
return data | |
def pickle_and_encode_state_machine(state_machine): | |
dump = pickle.dumps(state_machine) | |
dump_encoded = base64.b64encode(dump).decode('utf-8') | |
return dump_encoded | |
def manage_math_quiz_fsm(user_message, contact_uuid): | |
fsm_check = SUPA.table('state_machines').select("*").eq( | |
"contact_uuid", | |
contact_uuid | |
).execute() | |
if fsm_check.data == []: | |
math_quiz_state_machine = MathQuizFSM() | |
messages = [math_quiz_state_machine.response_text] | |
dump_encoded = pickle_and_encode_state_machine(math_quiz_state_machine) | |
SUPA.table('state_machines').insert({ | |
'contact_uuid': contact_uuid, | |
'addition3': dump_encoded | |
}).execute() | |
else: | |
undump_encoded = base64.b64decode( | |
fsm_check.data[0]['addition3'].encode('utf-8') | |
) | |
math_quiz_state_machine = pickle.loads(undump_encoded) | |
math_quiz_state_machine.student_answer = user_message | |
math_quiz_state_machine.correct_answer = str(math_quiz_state_machine.correct_answer) | |
messages = math_quiz_state_machine.validate_answer() | |
dump_encoded = pickle_and_encode_state_machine(math_quiz_state_machine) | |
SUPA.table('state_machines').update({ | |
'addition3': dump_encoded | |
}).eq( | |
"contact_uuid", contact_uuid | |
).execute() | |
return messages | |
def return_next_conversational_state(context_data, user_message, contact_uuid): | |
""" Evaluates the conversation's current state to determine the next state | |
Input | |
- context_data: dict - data about the conversation's current state | |
- user_message: str - the message the user sent in response to the state | |
Output | |
- message_package: dict - a series of messages and prompt to send | |
""" | |
if context_data['user_message'] == '' and \ | |
context_data['state'] == 'start-conversation': | |
message_package = { | |
'messages': [], | |
'input_prompt': "Welcome to our math practice. What would you like to try? Type add or subtract.", | |
'state': "welcome-sequence" | |
} | |
elif context_data['state'] == 'addition-question-sequence' or \ | |
user_message == 'add': | |
messages = manage_math_quiz_fsm(user_message, contact_uuid) | |
if user_message == 'exit': | |
state_label = 'exit' | |
else: | |
state_label = 'addition-question-sequence' | |
input_prompt = messages.pop() | |
message_package = { | |
'messages': messages, | |
'input_prompt': input_prompt, | |
'state': state_label | |
} | |
elif user_message == 'subtract': | |
message_package = { | |
'messages': [ | |
"Time for some subtraction!", | |
"Type your response as a number. For example, for '1 - 1', you'd write 0." | |
], | |
'input_prompt': "Here's the first one... What's 3-1?", | |
'state': "subtract-question-sequence" | |
} | |
elif context_data['state'] == 'exit' or user_message == 'exit': | |
message_package = { | |
'messages': [ | |
"Great, thanks for practicing math today. Come back any time." | |
], | |
'input_prompt': "", | |
'state': "exit" | |
} | |
else: | |
message_package = { | |
'messages': [ | |
"Hmmm...sorry friend. I'm not really sure what to do." | |
], | |
'input_prompt': "Please type add or subtract to start a math activity.", | |
'state': "reprompt-menu-options" | |
} | |
return message_package | |
def manage_conversation_response(data_json): | |
""" Calls functions necessary to determine message and context data to send | |
Input | |
- data_json: dict - message data from Turn.io/Whatsapp | |
Output | |
- context: dict - a record of the state at a given point a conversation | |
TODOs | |
- implement logging of message | |
- test interactive messages | |
- review context object and re-work to use a standardized format | |
- review ways for more robust error handling | |
- need to make util functions that apply to both /nlu and /conversation_manager | |
""" | |
message_data = data_json.get('message_data', '') | |
context_data = data_json.get('context_data', '') | |
whatsapp_id = message_data['author_id'] | |
user_message = message_data['message_body'] | |
contact_uuid = message_data['contact_uuid'] | |
# TODO: Need to incorporate nlu_response into wormhole by checking answers against database (spreadsheet?) | |
nlu_response = evaluate_message_with_nlu(message_data) | |
message_package = return_next_conversational_state( | |
context_data, | |
user_message, | |
contact_uuid | |
) | |
print("MESSAGE PACKAGE") | |
print(message_package) | |
headers = { | |
'Authorization': f"Bearer {os.environ.get('TURN_AUTHENTICATION_TOKEN')}", | |
'Content-Type': 'application/json' | |
} | |
# Send all messages for the current state before a user input prompt (text/button input request) | |
for message in message_package['messages']: | |
data = create_text_message(message, whatsapp_id) | |
print("data") | |
print(data) | |
r = requests.post( | |
f'https://whatsapp.turn.io/v1/messages', | |
data=json.dumps(data), | |
headers=headers | |
) | |
# Update the context object with the new state of the conversation | |
context = { | |
"context":{ | |
"user": whatsapp_id, | |
"state": message_package['state'], | |
"bot_message": message_package['input_prompt'], | |
"user_message": user_message, | |
"type": 'ask' | |
} | |
} | |
return context | |
# data = { | |
# "to": whatsapp_id, | |
# "type": "interactive", | |
# "interactive": { | |
# "type": "button", | |
# # "header": { }, | |
# "body": { | |
# "text": "Did I answer your question?" | |
# }, | |
# # "footer": { }, | |
# "action": { | |
# "buttons": [ | |
# { | |
# "type": "reply", | |
# "reply": { | |
# "id": "inquiry-yes", | |
# "title": "Yes" | |
# } | |
# }, | |
# { | |
# "type": "reply", | |
# "reply": { | |
# "id": "inquiry-no", | |
# "title": "No" | |
# } | |
# } | |
# ] | |
# } | |
# } | |
# } | |