dagger-chatbot

Chatbot that understands Dagger pipelines and can help you using Dagger.

It's an alternative to reading documentation.

Tech used:

• Langchain
• Ollama
• Dagger Python SDK

Install dependencies

First, install the local python dependencies.

Run the following commands in a shell:

python3 -m venv venv && source ./venv/bin/activate
pip install -r requirements.txt

Then you need to make sure you have Ollama up and running.

If you're not using the MacOS app and you built from the binary, open a shell and run the following command:

ollama serve

Generate assets

Several assets are needed for the chatbot to run:

• Fetch the documentation markdown files from the Dagger git repository
• Sanitize them (strip useless characters), split them into documents
• Tokenize the documents using an embedding model
• Store the tokenized documents into vector db (Chroma)

How to generate the assets:

dagger run ./dagger_pipeline.py

Run the chatbot

Example:

./app.py
Ask me anything about Dagger: How to integrate Dagger with Github actions?