DEV: Migrations shouldn't rely on the app (#253)
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@ -2,24 +2,26 @@
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class CreateAiTopicEmbeddingsTable < ActiveRecord::Migration[7.0]
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def change
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truncation = DiscourseAi::Embeddings::Strategies::Truncation.new
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vector_reps =
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[
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DiscourseAi::Embeddings::VectorRepresentations::AllMpnetBaseV2,
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DiscourseAi::Embeddings::VectorRepresentations::TextEmbeddingAda002,
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].map { |k| k.new(truncation) }
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vector_reps.each do |vector_rep|
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create_table vector_rep.table_name.to_sym, id: false do |t|
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create_table :ai_topic_embeddings_1_1, id: false do |t|
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t.integer :topic_id, null: false
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t.integer :model_version, null: false
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t.integer :strategy_version, null: false
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t.text :digest, null: false
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t.column :embeddings, "vector(#{vector_rep.dimensions})", null: false
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t.column :embeddings, "vector(768)", null: false
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t.timestamps
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t.index :topic_id, unique: true
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end
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create_table :ai_topic_embeddings_2_1, id: false do |t|
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t.integer :topic_id, null: false
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t.integer :model_version, null: false
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t.integer :strategy_version, null: false
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t.text :digest, null: false
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t.column :embeddings, "vector(1536)", null: false
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t.timestamps
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t.index :topic_id, unique: true
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end
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end
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end
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end
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@ -2,15 +2,12 @@
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class CreateMultilingualTopicEmbeddingsTable < ActiveRecord::Migration[7.0]
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def change
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truncation = DiscourseAi::Embeddings::Strategies::Truncation.new
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vector_rep = DiscourseAi::Embeddings::VectorRepresentations::MultilingualE5Large.new(truncation)
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create_table vector_rep.table_name.to_sym, id: false do |t|
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create_table :ai_topic_embeddings_3_1, id: false do |t|
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t.integer :topic_id, null: false
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t.integer :model_version, null: false
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t.integer :strategy_version, null: false
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t.text :digest, null: false
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t.column :embeddings, "vector(#{vector_rep.dimensions})", null: false
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t.column :embeddings, "vector(1024)", null: false
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t.timestamps
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t.index :topic_id, unique: true
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@ -2,15 +2,12 @@
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class CreateBgeTopicEmbeddingsTable < ActiveRecord::Migration[7.0]
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def change
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truncation = DiscourseAi::Embeddings::Strategies::Truncation.new
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vector_rep = DiscourseAi::Embeddings::VectorRepresentations::BgeLargeEn.new(truncation)
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create_table vector_rep.table_name.to_sym, id: false do |t|
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create_table :ai_topic_embeddings_4_1, id: false do |t|
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t.integer :topic_id, null: false
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t.integer :model_version, null: false
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t.integer :strategy_version, null: false
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t.text :digest, null: false
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t.column :embeddings, "vector(#{vector_rep.dimensions})", null: false
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t.column :embeddings, "vector(1024)", null: false
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t.timestamps
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t.index :topic_id, unique: true
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