discourse-ai/db/migrate/20240611170905_move_embeddi...

159 lines
9.3 KiB
Ruby

# frozen_string_literal: true
class MoveEmbeddingsToSingleTablePerType < ActiveRecord::Migration[7.0]
def up
create_table :ai_topic_embeddings, id: false do |t|
t.integer :topic_id, null: false
t.integer :model_id, null: false
t.integer :model_version, null: false
t.integer :strategy_id, null: false
t.integer :strategy_version, null: false
t.text :digest, null: false
t.column :embeddings, "halfvec", null: false
t.timestamps
t.index %i[model_id strategy_id topic_id],
unique: true,
name: "index_ai_topic_embeddings_on_model_strategy_topic"
end
create_table :ai_post_embeddings, id: false do |t|
t.integer :post_id, null: false
t.integer :model_id, null: false
t.integer :model_version, null: false
t.integer :strategy_id, null: false
t.integer :strategy_version, null: false
t.text :digest, null: false
t.column :embeddings, "halfvec", null: false
t.timestamps
t.index %i[model_id strategy_id post_id],
unique: true,
name: "index_ai_post_embeddings_on_model_strategy_post"
end
create_table :ai_document_fragment_embeddings, id: false do |t|
t.integer :rag_document_fragment_id, null: false
t.integer :model_id, null: false
t.integer :model_version, null: false
t.integer :strategy_id, null: false
t.integer :strategy_version, null: false
t.text :digest, null: false
t.column :embeddings, "halfvec", null: false
t.timestamps
t.index %i[model_id strategy_id rag_document_fragment_id],
unique: true,
name: "index_ai_fragment_embeddings_on_model_strategy_fragment"
end
# Copy data from old tables to new tables
execute <<-SQL
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 1, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_1_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 2, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_2_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 3, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_3_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 4, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_4_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 5, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_5_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 6, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_6_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 7, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_7_1;
INSERT INTO ai_topic_embeddings (topic_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT topic_id, 8, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_topic_embeddings_8_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 1, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_1_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 2, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_2_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 3, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_3_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 4, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_4_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 5, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_5_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 6, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_6_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 7, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_7_1;
INSERT INTO ai_post_embeddings (post_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT post_id, 8, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_post_embeddings_8_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 1, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_1_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 2, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_2_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 3, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_3_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 4, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_4_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 5, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_5_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 6, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_6_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 7, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_7_1;
INSERT INTO ai_document_fragment_embeddings (rag_document_fragment_id, model_id, model_version, strategy_id, strategy_version, digest, embeddings, created_at, updated_at)
SELECT rag_document_fragment_id, 8, model_version, 1, strategy_version, digest, embeddings, created_at, updated_at
FROM ai_document_fragment_embeddings_8_1;
SQL
begin
strategy = DiscourseAi::Embeddings::Strategies::Truncation.new
vector_rep =
DiscourseAi::Embeddings::VectorRepresentations::Base.current_representation(strategy)
vector_rep.consider_indexing
rescue StandardError => e
Rails.logger.error("Failed to index embeddings: #{e}")
end
end
end