ActivePinecone

ActiveRecord-esque base class that lets you use Pinecone. Enjoy development with LLM and Rails!

Installation

Install the gem and add to the application's Gemfile by executing:

$ bundle add active_pinecone

If bundler is not being used to manage dependencies, install the gem by executing:

$ gem install active_pinecone

Usage

Configuration

Initialize AcitvePinecone configuration.

ActivePinecone.configure do |config|
  config.openai_access_token = ENV.fetch("OPENAI_ACCESS_TOKEN")
  config.pinecone_api_key = ENV.fetch("PINECONE_API_KEY")
  config.pinecone_environment = ENV.fetch("PINECONE_ENVIRONMENT")
end

Model

Define a model.

class Recipe < ActivePinecone::Base
  vectorizes :title, :body
end

Initialize

Create Pinecone index. Index initialization takes a few minutes.

Recipe.init

Create

Pinecone index Recipe is created automatically.

recipe = Recipe.create(
  title: "Example recipe",
  body: "This is an example.",
  author: "Kevin" # not vectorized
)

p recipe.id
# => b49859ba-1956-4212-8dd4-1b45b3e4e240

Update

recipe = Recipe.find(id)
recipe.update(body: "This will be changed.")

p recipe.body
# => "This will be changed."

Search

recipes = Recipe.search("Example")

p recipes.first.title
# =>  "Example recipe"

Assistant

Assistant search vector data by ALL conversation history and reply.

assistant = Recipe.assistant([
  "You are the assistant who answers the user's questions about the recipe.",
  "The list of recipes is as follows:"
].join("\n"))

reply = assistant.reply("How to make a hamburger?")

p reply.role
# => "assistant"

p reply.content
# => "I don't know."

p reply.references
# [#<Recipe:0x000...>, ...]

p assistant.messages
# => [#<ActivePinecone::Message:0x000...>, ...]

Development

After checking out the repo, run bin/setup to install dependencies. Then, run rake spec to run the tests. You can also run bin/console for an interactive prompt that will allow you to experiment.

To install this gem onto your local machine, run bundle exec rake install. To release a new version, update the version number in version.rb, and then run bundle exec rake release, which will create a git tag for the version, push git commits and the created tag, and push the .gem file to rubygems.org.

Contributing

Bug reports and pull requests are welcome on GitHub at https://github.com/moekidev/active_pinecone. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the code of conduct.

License

The gem is available as open source under the terms of the MIT License.

Code of Conduct

Everyone interacting in the ActivePinecone project's codebases, issue trackers, chat rooms and mailing lists is expected to follow the code of conduct.