Regenerate embeddings only when the test representation changes
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@@ -316,6 +316,21 @@ defmodule MusicLibrary.Records.Similarity do
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)
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end
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@spec generate_embedding(Record.t()) :: :noop | {:ok, RecordEmbedding.t()} | {:error, term()}
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def generate_embedding(%Record{} = record) do
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new_text = text_representation(record)
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case get_embedding_text(record.id) do
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{:ok, ^new_text} ->
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:noop
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_ ->
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with {:ok, embedding} <- OpenAI.embeddings(new_text) do
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store_embedding(record.id, embedding, new_text)
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end
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end
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end
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@spec generate_embedding_async(Record.t()) :: {:ok, Oban.Job.t()} | {:error, Ecto.Changeset.t()}
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def generate_embedding_async(record) do
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meta = %{title: record.title, artists: Enum.map(record.artists, & &1.name)}
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@@ -8,25 +8,10 @@ defmodule MusicLibrary.Worker.GenerateRecordEmbedding do
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def perform(%Oban.Job{args: %{"record_id" => record_id}}) do
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record = Records.get_record!(record_id)
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with {:ok, embedding} <- generate_embedding(record),
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{:ok, _} <- store_embedding(record, embedding) do
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Records.notify_update(record)
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case Similarity.generate_embedding(record) do
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:noop -> :ok
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{:ok, _} -> Records.notify_update(record)
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{:error, _} = error -> error
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end
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end
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defp generate_embedding(record) do
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text = Similarity.text_representation(record)
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case OpenAI.embeddings(text) do
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{:ok, embedding} ->
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{:ok, {embedding, text}}
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error ->
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error
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end
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end
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defp store_embedding(record, {embedding, text_representation}) do
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Similarity.store_embedding(record.id, embedding, text_representation)
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end
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end
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@@ -238,6 +238,65 @@ defmodule MusicLibrary.Records.SimilarityTest do
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end
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end
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describe "generate_embedding/1" do
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test "generates and stores embedding for a record without existing embedding" do
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record = record(%{genres: ["rock", "alternative"]})
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embedding = Enum.map(1..1536, fn _ -> 0.5 end)
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Req.Test.stub(OpenAI.API, fn conn ->
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assert conn.request_path == "/v1/embeddings"
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Req.Test.json(conn, %{
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"data" => [%{"embedding" => embedding}]
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})
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end)
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assert {:ok, _record_embedding} = Similarity.generate_embedding(record)
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assert {:ok, _stored} = Similarity.get_embedding(record.id)
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end
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test "returns :noop when text representation is unchanged" do
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record = record(%{genres: ["rock", "alternative"]})
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text = Similarity.text_representation(record)
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embedding = Enum.map(1..1536, fn _ -> 0.5 end)
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{:ok, _} = Similarity.store_embedding(record.id, embedding, text)
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assert :noop = Similarity.generate_embedding(record)
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end
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test "regenerates embedding when text representation changes" do
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record = record(%{genres: ["rock"]})
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old_text = "Old text representation"
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old_embedding = Enum.map(1..1536, fn _ -> 0.5 end)
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new_embedding = Enum.map(1..1536, fn _ -> 0.9 end)
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{:ok, _} = Similarity.store_embedding(record.id, old_embedding, old_text)
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Req.Test.stub(OpenAI.API, fn conn ->
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Req.Test.json(conn, %{
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"data" => [%{"embedding" => new_embedding}]
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})
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end)
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assert {:ok, _record_embedding} = Similarity.generate_embedding(record)
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assert {:ok, stored_text} = Similarity.get_embedding_text(record.id)
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refute stored_text == old_text
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end
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@tag :capture_log
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test "returns error when OpenAI API fails" do
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record = record(%{genres: ["rock"]})
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Req.Test.stub(OpenAI.API, fn conn ->
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Plug.Conn.send_resp(conn, 500, JSON.encode!(%{"error" => "internal server error"}))
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end)
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assert {:error, _reason} = Similarity.generate_embedding(record)
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end
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end
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describe "find_similar/2" do
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setup do
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# Create test records with embeddings
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