mirror of
https://github.com/lingble/chatwoot.git
synced 2025-10-29 18:22:53 +00:00
480f34803b
This commit introduces the ability to associate response sources to an inbox, allowing external webpages to be parsed by Chatwoot. The parsed data is converted into embeddings for use with GPT models when managing customer queries. The implementation relies on the `pgvector` extension for PostgreSQL. Database migrations related to this feature are handled separately by `Features::ResponseBotService`. A future update will integrate these migrations into the default rails migrations, once compatibility with Postgres extensions across all self-hosted installation options is confirmed. Additionally, a new GitHub action has been added to the CI pipeline to ensure the execution of specs related to this feature.
37 lines
1.1 KiB
Ruby
37 lines
1.1 KiB
Ruby
# == Schema Information
|
|
#
|
|
# Table name: responses
|
|
#
|
|
# id :bigint not null, primary key
|
|
# answer :text not null
|
|
# embedding :vector(1536)
|
|
# question :string not null
|
|
# created_at :datetime not null
|
|
# updated_at :datetime not null
|
|
# account_id :bigint not null
|
|
# response_document_id :bigint
|
|
#
|
|
# Indexes
|
|
#
|
|
# index_responses_on_embedding (embedding) USING ivfflat
|
|
# index_responses_on_response_document_id (response_document_id)
|
|
#
|
|
class Response < ApplicationRecord
|
|
belongs_to :response_document
|
|
belongs_to :account
|
|
has_neighbors :embedding, normalize: true
|
|
|
|
before_save :update_response_embedding
|
|
|
|
def self.search(query)
|
|
embedding = Openai::EmbeddingsService.new.get_embedding(query)
|
|
nearest_neighbors(:embedding, embedding, distance: 'cosine').first(5)
|
|
end
|
|
|
|
private
|
|
|
|
def update_response_embedding
|
|
self.embedding = Openai::EmbeddingsService.new.get_embedding("#{question}: #{answer}")
|
|
end
|
|
end
|