如何使用“Chatterbot”模块在 Python 中训练我的聊天机器人

Question

I am trying to make a chatbot, using Chatterbot, and then integrating it into my Discord Bot... I have done some research and got to know that I can use the Chatterbot library easily to train my bot... But I want to do it, so that whenever an on_message event is triggered in discord.py, it would learn from that... I have tried to use the example from the GitHub repo, and tried to train it, but it did not work very well... And also, is there a way to save all the responses it learns in a file or something... The code I have tried till now, is -->

from chatterbot import ChatBot
from chatterbot.conversation import Statement

"""
This example shows how to create a chat bot that
will learn responses based on an additional feedback
element from the user.
"""

# Uncomment the following line to enable verbose logging
# import logging
# logging.basicConfig(level=logging.INFO)

# Create a new instance of a ChatBot
bot = ChatBot(
    'Feedback Learning Bot',
    storage_adapter='chatterbot.storage.SQLStorageAdapter'
)


def get_feedback():

    text = input()

    if 'yes' in text.lower():
        return True
    elif 'no' in text.lower():
        return False
    else:
        print('Please type either "Yes" or "No"')
        return get_feedback()


print('Type something to begin...')

# The following loop will execute each time the user enters input
while True:
    try:
        input_statement = Statement(text=input())
        response = bot.generate_response(
            input_statement
        )

        print('\n Is "{}" a coherent response to "{}"? \n'.format(
            response[0].text,
            input_statement.text
        ))
        if get_feedback() is False:
            print('please input the correct one')
            correct_response = Statement(text=input())
            bot.learn_response(correct_response, input_statement)
            print('Responses added to bot!')

    # Press ctrl-c or ctrl-d on the keyboard to exit
    except (KeyboardInterrupt, EOFError, SystemExit):
        break

Thanks in advance <3

Answer 1

I am still learning the in's and out's of the library and trying to do something similar, so will share my thoughts.

I want my bot to have multiple possible answers to a statement, so I allow multiple trainings to occur for a statement/response. The bot in turn when selecting a response to a statement in the future would have a confidence threshold for acceptable responses, then pick at random from those.
I also plan on introducing a reinforcement of sorts, where an identified good statement/ response can be retrained multiple times to increase the chance it would be selected from the random responses to choose from.
I did check the database the library produces for statement/responses, and multiple trainings of the same statement/response does in fact generate multiple entries.
In my model, there is no "bad" response to be removed/overwritten, just better responses to be added to the pool and see what comes from that.

All this is still a work in progress.