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1f1c94e5c6
This PR lets you associate uploads to an AI persona, which we'll split and generate embeddings from. When building the system prompt to get a bot reply, we'll do a similarity search followed by a re-ranking (if available). This will let us find the most relevant fragments from the body of knowledge you associated with the persona, resulting in better, more informed responses. For now, we'll only allow plain-text files, but this will change in the future. Commits: * FEATURE: RAG embeddings for the AI Bot This first commit introduces a UI where admins can upload text files, which we'll store, split into fragments, and generate embeddings of. In a next commit, we'll use those to give the bot additional information during conversations. * Basic asymmetric similarity search to provide guidance in system prompt * Fix tests and lint * Apply reranker to fragments * Uploads filter, css adjustments and file validations * Add placeholder for rag fragments * Update annotations
47 lines
1.4 KiB
Ruby
47 lines
1.4 KiB
Ruby
# frozen_string_literal: true
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class RagDocumentFragment < ActiveRecord::Base
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belongs_to :upload
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belongs_to :ai_persona
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class << self
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def link_persona_and_uploads(persona, upload_ids)
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return if persona.blank?
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return if upload_ids.blank?
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return if !SiteSetting.ai_embeddings_enabled?
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UploadReference.ensure_exist!(upload_ids: upload_ids, target: persona)
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upload_ids.each do |upload_id|
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Jobs.enqueue(:digest_rag_upload, ai_persona_id: persona.id, upload_id: upload_id)
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end
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end
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def update_persona_uploads(persona, upload_ids)
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return if persona.blank?
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return if !SiteSetting.ai_embeddings_enabled?
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if upload_ids.blank?
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RagDocumentFragment.where(ai_persona: persona).destroy_all
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UploadReference.where(target: persona).destroy_all
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else
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RagDocumentFragment.where(ai_persona: persona).where.not(upload_id: upload_ids).destroy_all
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link_persona_and_uploads(persona, upload_ids)
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end
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end
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end
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end
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# == Schema Information
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#
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# Table name: rag_document_fragments
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#
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# id :bigint not null, primary key
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# fragment :text not null
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# ai_persona_id :integer not null
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# upload_id :integer not null
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# fragment_number :integer not null
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# created_at :datetime not null
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# updated_at :datetime not null
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#
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