Markov-chain based chatbot which uses Slack messages as its corpus

Friendbot is a Markov-chain based chatbot which uses Slack messages as its corpus. It reads in messages from a Slack data export, generates a corpus from them, and feeds this to a markov chain generator to naively simulate a conversation. It is built with Flask, served by Gunicorn, cached by Redis, and run in Docker. The sentences which it generates can be accessed via an API which is designed to connect to the existing Slack API.

Installation

Download the docker-compose.yaml file (or clone this repo), and start by letting Friendbot know the location of your Slack export zip file by running

FB_EXPORT= docker compose-up -d

Configuration

All config is done via environment variables, listed below:

Parameter Description Default

FRIENDBOT_LOG_LEVEL Friendbot’s log level info

Parameter	Description	Default
`FRIENDBOT_LOG_LEVEL`	Friendbot’s log level	`info`
`FRIENDBOT_EXPORT_ZIP`	Path (inside Friendbot) To finish reading, please visit source site Categories Categories Search for: Recent Posts Quiz: How to Work With Polars LazyFrames How to Work With Polars LazyFrames Magma: A foundation model for multimodal AI agents across digital and physical worlds Single and Double Underscore Naming Conventions in Python How to Use sorted() and .sort() in Python Tags Attention blogathon Calculus Command-line Tools Data Preparation data science data visualization Deep Learning Deep Learning for Computer Vision Deep Learning for Natural Language Processing Deep Learning for Time Series Deep Learning Performance Deep Learning with PyTorch Ensemble Learning Generative Adversarial Networks Imbalanced Classification Linear Algebra Long Short-Term Memory Networks machine learning Machine Learning Algorithms Machine Learning Process Machine Learning Resources machine translation Matplotlib Natural language processing Natural Language Processing & Speech Neural MT nlp NMT opencv Optimization pandas Probability python Python for Machine Learning Python Machine Learning Resources R Machine Learning scikit-learn sentiment analysis Start Machine Learning Statistics Time Series Weka Machine Learning XGBoost Categories Categories Archives Archives Powered by WordPress and Rubine.

FRIENDBOT_EXPORT_ZIP

Path (inside Friendbot)

To finish reading, please visit source site