marvin

Marvin is a plugable chatops bot, which uses natural langing processing to determine intents.

status

NOT READY, NLP development underway, nothing else is done.

plugin objects

Objects are passed via kwargs to plugin methods, methods then use a custom kwarg getter which will raise if requirements are not met.

default kwargs

kwarg	contents	type
message_object	the message	discord.Message

requirements

conda create -n py36-marvin python=3.6
conda activate py36-marvin
pip install pyyaml requests
pip install rasa_nlu scipy

configuring backends

config/*.json contain pure spacy and mitie+spacy pipelines.

Choose one or both of:

mitie

pip install git+https://github.com/mit-nlp/MITIE.git

Then download https://github.com/mit-nlp/MITIE/releases/download/v0.4/MITIE-models-v0.2.tar.bz2 and put total_word_feature_extractor.dat into data/

spacy

pip install -U spacy
python -m spacy download en
# conda: conda install scikit-learn
# pip: pip install -U scikit-learn scipy sklearn-crfsuite
pip install -U sklearn-crfsuite

mitie + spacy

Do both above!

Running the training data editor

rasa-nlu-trainer -s database.json

edit training sets

Configuring

see config/

Training

Edit data/database.md

Running rasa server

Training and Running

see start_mitie.sh and start_spacey.sh

testing

shell

python shell.py

curl

curl -X POST localhost:5000/parse -d '{"q":"hello"}' | python -m json.tool

discord

DISCORD_KEY='foo' python discord_bot.py

reference

https://github.com/ugik/notebooks/blob/master/Tensorflow%20chat-bot%20response.ipynb https://chatbotsmagazine.com/contextual-chat-bots-with-tensorflow-4391749d0077 https://github.com/tensorflow/models/tree/master/tutorials/embedding

http://www.nltk.org/book/ch00.html

https://github.com/Rapptz/discord.py

http://rasa-nlu.readthedocs.io/en/latest/tutorial.html#preparing-the-training-data

README

https://rasa-nlu.readthedocs.io/en/latest/pipeline.html#ner-spacy http://rasa-nlu.readthedocs.io/en/latest/installation.html#section-backends

Todo

context aware multi message interactions

unixunion/marvin