68 lines
2.3 KiB
Ruby
68 lines
2.3 KiB
Ruby
# == Schema Information
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#
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# Table name: captain_assistant_responses
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#
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# id :bigint not null, primary key
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# answer :text not null
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# documentable_type :string
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# embedding :vector(1536)
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# question :string not null
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# status :integer default("approved"), not null
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# created_at :datetime not null
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# updated_at :datetime not null
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# account_id :bigint not null
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# assistant_id :bigint not null
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# documentable_id :bigint
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#
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# Indexes
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#
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# idx_cap_asst_resp_on_documentable (documentable_id,documentable_type)
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# index_captain_assistant_responses_on_account_id (account_id)
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# index_captain_assistant_responses_on_assistant_id (assistant_id)
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# index_captain_assistant_responses_on_status (status)
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# vector_idx_knowledge_entries_embedding (embedding) USING ivfflat
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#
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class Captain::AssistantResponse < ApplicationRecord
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self.table_name = 'captain_assistant_responses'
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belongs_to :assistant, class_name: 'Captain::Assistant'
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belongs_to :account
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belongs_to :documentable, polymorphic: true, optional: true
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has_neighbors :embedding, normalize: true
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validates :question, presence: true
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validates :answer, presence: true
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before_validation :ensure_account
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before_validation :ensure_status
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after_commit :update_response_embedding
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scope :ordered, -> { order(created_at: :desc) }
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scope :by_account, ->(account_id) { where(account_id: account_id) }
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scope :by_assistant, ->(assistant_id) { where(assistant_id: assistant_id) }
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scope :with_document, ->(document_id) { where(document_id: document_id) }
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enum status: { pending: 0, approved: 1 }
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def self.search(query, account_id: nil)
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embedding = Captain::Llm::EmbeddingService.new(account_id: account_id).get_embedding(query)
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nearest_neighbors(:embedding, embedding, distance: 'cosine').limit(5)
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end
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private
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def ensure_status
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self.status ||= :approved
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end
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def ensure_account
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self.account = assistant&.account
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end
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def update_response_embedding
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return unless saved_change_to_question? || saved_change_to_answer? || embedding.nil?
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Captain::Llm::UpdateEmbeddingJob.perform_later(self, "#{question}: #{answer}")
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end
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end
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