EXP: enrich artist info data via Last.fm and produce better embeddings
This commit is contained in:
@@ -57,6 +57,23 @@ defmodule LastFm do
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end
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end
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def get_artist_tags(musicbrainz_id, name) do
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last_fm_config = last_fm_config()
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case API.get_artist_tags({:musicbrainz_id, musicbrainz_id}, last_fm_config) do
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{:ok, tags} ->
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{:ok, tags}
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{:error, :invalid_parameters} ->
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# Sometimes the artist cannot be identified with the MusicBrainz ID,
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# because Last.fm doesn't have that information. In that case, we try again with the artist name.
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API.get_artist_tags({:name, name}, last_fm_config)
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error ->
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error
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end
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end
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def get_session(token) do
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last_fm_config = last_fm_config()
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@@ -97,6 +97,20 @@ defmodule LastFm.API do
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|> get_request()
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end
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def get_artist_tags(id_or_name_option, config) do
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params =
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config
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|> base_params()
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|> Keyword.put(:method, "artist.getTopTags")
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|> put_musicbrainz_id_or_name(id_or_name_option)
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config
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|> new_request()
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|> Req.merge(url: "/", params: params)
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|> Req.Request.append_response_steps(parse_tags: &parse_artist_tags/1)
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|> get_request()
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end
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defp put_musicbrainz_id_or_name(params, {:musicbrainz_id, musicbrainz_id}) do
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Keyword.put(params, :mbid, musicbrainz_id)
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end
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@@ -220,6 +234,34 @@ defmodule LastFm.API do
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{request, Map.put(response, :body, artists)}
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end
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defp parse_artist_tags({request, response}) do
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tags =
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case get_in(response.body, ["toptags", "tag"]) do
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nil ->
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[]
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tags when is_list(tags) ->
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tags
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|> Enum.map(fn tag -> {tag["name"], parse_tag_count(tag["count"])} end)
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|> Enum.filter(fn {_name, count} -> count >= 2 end)
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|> Enum.sort_by(&elem(&1, 1), :desc)
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|> Enum.take(15)
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end
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{request, Map.put(response, :body, tags)}
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end
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defp parse_tag_count(count) when is_integer(count), do: count
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defp parse_tag_count(count) when is_binary(count) do
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case Integer.parse(count) do
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{n, _} -> n
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:error -> 0
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end
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end
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defp parse_tag_count(_), do: 0
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defp sanitize_url(url, api_key) do
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String.replace(url, api_key, "<redacted_api_key>")
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end
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@@ -191,6 +191,27 @@ defmodule MusicLibrary.Artists do
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end
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end
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def fetch_lastfm_data(artist_id) do
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artist_info = get_artist_info!(artist_id)
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name = get_in(artist_info.musicbrainz_data, ["name"]) || ""
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case LastFm.get_artist_tags(artist_id, name) do
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{:ok, tags} ->
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tag_names = Enum.map(tags, fn {tag_name, _count} -> tag_name end)
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artist_info
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|> ArtistInfo.changeset(%{lastfm_data: %{"tags" => tag_names}})
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|> Repo.update()
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{:error, _reason} ->
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{:ok, artist_info}
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end
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end
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def fetch_lastfm_data_async(artist_id) do
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enqueue_worker(Worker.FetchArtistLastFmData, %{"id" => artist_id})
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end
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def fetch_artist_info_async(artist_id) do
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enqueue_worker(Worker.FetchArtistInfo, %{"id" => artist_id})
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end
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@@ -11,6 +11,7 @@ defmodule MusicLibrary.Artists.ArtistInfo do
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field :musicbrainz_data, :map, default: %{}
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field :discogs_data, :map, default: %{}
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field :wikipedia_data, :map, default: %{}
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field :lastfm_data, :map, default: %{}
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field :image_data_hash, :string
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has_one :note, Note, foreign_key: :musicbrainz_id
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@@ -25,6 +26,7 @@ defmodule MusicLibrary.Artists.ArtistInfo do
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:musicbrainz_data,
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:discogs_data,
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:wikipedia_data,
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:lastfm_data,
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:image_data_hash
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])
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|> validate_required([:musicbrainz_data])
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@@ -107,4 +109,12 @@ defmodule MusicLibrary.Artists.ArtistInfo do
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def wikipedia_description(artist_info) do
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get_in(artist_info.wikipedia_data, ["description"])
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end
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def lastfm_tags(artist_info) do
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get_in(artist_info.lastfm_data, ["tags"]) || []
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end
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def lastfm_similar_artists(artist_info) do
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get_in(artist_info.lastfm_data, ["similar_artists"]) || []
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end
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end
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@@ -8,6 +8,7 @@ defmodule MusicLibrary.Records.Similarity do
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alias MusicLibrary.Artists
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alias MusicLibrary.Artists.ArtistInfo
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alias MusicLibrary.Notes
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alias MusicLibrary.Records
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alias MusicLibrary.Records.{Record, RecordEmbedding}
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alias MusicLibrary.Repo
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@@ -24,18 +25,23 @@ defmodule MusicLibrary.Records.Similarity do
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- Genres
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- Release year
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- Type (album, EP, etc.)
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- Artist musical style summaries (from Wikipedia, falling back to Discogs)
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- Per-artist blocks: name, country, disambiguation, Wikipedia summary (500 chars),
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Discogs profile excerpt (complementing Wikipedia when both available)
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- Last.fm community tags and similar artists (when stored)
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- User-written record notes (when present)
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"""
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def text_representation(%Record{} = record) do
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artist_infos =
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artist_infos_map =
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record.artists
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|> Enum.map(& &1.musicbrainz_id)
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|> Artists.get_artist_infos()
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|> Map.new(&{&1.id, &1})
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artist_names = Record.artist_names(record)
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genres = Enum.join(record.genres, ", ")
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year = extract_year(record.release_date)
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type = humanize_type(record.type)
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note_text = record_note_text(record.musicbrainz_id)
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"""
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Album: #{record.title}
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@@ -44,30 +50,77 @@ defmodule MusicLibrary.Records.Similarity do
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Released: #{year}
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Type: #{type}
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#{artist_infos_summary(artist_infos)}
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#{artist_blocks_summary(record.artists, artist_infos_map)}
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"""
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|> String.trim()
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|> Kernel.<>(note_text)
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end
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defp artist_infos_summary([]), do: ""
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defp artist_blocks_summary([], _artist_infos_map), do: ""
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defp artist_infos_summary(artist_infos) do
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artist_infos
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|> Enum.map(&artist_info_summary/1)
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defp artist_blocks_summary(artists, artist_infos_map) do
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artists
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|> Enum.map(fn artist ->
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artist_info = Map.get(artist_infos_map, artist.musicbrainz_id)
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artist_block(artist, artist_info)
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end)
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|> Enum.reject(&(&1 == ""))
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|> Enum.join("\n\n")
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end
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defp artist_info_summary(artist_info) do
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cond do
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wikipedia_available?(artist_info) ->
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wikipedia_artist_summary(artist_info)
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defp artist_block(_artist, nil), do: ""
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discogs_available?(artist_info) ->
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discogs_artist_summary(artist_info)
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defp artist_block(artist, artist_info) do
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country = safe_artist_country(artist_info)
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disambiguation = non_empty_string(Map.get(artist, :disambiguation))
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true ->
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""
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header_extras = [country, disambiguation] |> Enum.reject(&is_nil/1)
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header =
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if header_extras == [] do
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artist.name
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else
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"#{artist.name} (#{Enum.join(header_extras, ", ")})"
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end
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content = artist_content(artist_info)
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if content == "" do
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""
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else
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"#{header}:\n#{content}"
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end
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end
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defp artist_content(artist_info) do
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has_wikipedia = wikipedia_available?(artist_info)
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has_discogs = discogs_available?(artist_info)
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base_content =
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cond do
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has_wikipedia && has_discogs ->
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wikipedia = wikipedia_artist_summary(artist_info)
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discogs_excerpt = discogs_artist_excerpt(artist_info)
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[wikipedia, discogs_excerpt] |> Enum.reject(&(&1 == "")) |> Enum.join("\n")
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has_wikipedia ->
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wikipedia_artist_summary(artist_info)
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has_discogs ->
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discogs_artist_summary(artist_info)
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true ->
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""
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end
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tags_line = lastfm_tags_line(artist_info)
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similar_line = lastfm_similar_line(artist_info)
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extras = [tags_line, similar_line] |> Enum.reject(&(&1 == ""))
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if extras == [] do
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base_content
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else
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[base_content | extras] |> Enum.reject(&(&1 == "")) |> Enum.join("\n")
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end
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end
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@@ -85,7 +138,7 @@ defmodule MusicLibrary.Records.Similarity do
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defp wikipedia_artist_summary(artist_info) do
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description = ArtistInfo.wikipedia_description(artist_info) || ""
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summary = ArtistInfo.wikipedia_summary(artist_info) || ""
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truncated_summary = truncate_to_sentence(summary, 200)
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truncated_summary = truncate_to_sentence(summary, 500)
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[description, truncated_summary]
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|> Enum.reject(&(&1 == ""))
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@@ -101,6 +154,58 @@ defmodule MusicLibrary.Records.Similarity do
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truncate_to_sentence(profile, 200)
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end
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defp discogs_artist_excerpt(artist_info) do
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profile =
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Map.get(artist_info.discogs_data, "profile_plaintext") ||
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Map.get(artist_info.discogs_data, "profile") ||
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""
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truncate_to_sentence(profile, 150)
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end
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defp lastfm_tags_line(artist_info) do
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tags = ArtistInfo.lastfm_tags(artist_info)
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if tags == [] do
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""
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else
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"Tags: #{tags |> Enum.take(10) |> Enum.join(", ")}"
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end
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end
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defp lastfm_similar_line(artist_info) do
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similar = ArtistInfo.lastfm_similar_artists(artist_info)
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if similar == [] do
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""
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else
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"Similar artists: #{similar |> Enum.take(5) |> Enum.join(", ")}"
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end
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end
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defp safe_artist_country(artist_info) do
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case artist_info.musicbrainz_data do
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%{"area" => %{"name" => name}} when is_binary(name) -> name
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_ -> nil
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end
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end
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defp record_note_text(nil), do: ""
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defp record_note_text(musicbrainz_id) do
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case Notes.get_note(:record, musicbrainz_id) do
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%{content: content} when is_binary(content) and content != "" ->
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"\n\nNotes: #{content}"
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_ ->
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""
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end
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end
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defp non_empty_string(nil), do: nil
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defp non_empty_string(""), do: nil
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defp non_empty_string(s), do: s
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@doc false
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def truncate_to_sentence(text, max_length) when byte_size(text) <= max_length, do: text
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@@ -0,0 +1,11 @@
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defmodule MusicLibrary.Worker.FetchArtistLastFmData do
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use Oban.Worker, queue: :default, max_attempts: 3
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@impl Oban.Worker
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def perform(%Oban.Job{args: %{"id" => artist_id}}) do
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case MusicLibrary.Artists.fetch_lastfm_data(artist_id) do
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{:ok, _artist_info} -> :ok
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error -> error
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end
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end
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end
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@@ -0,0 +1,9 @@
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defmodule MusicLibrary.Repo.Migrations.AddLastfmDataToArtistInfos do
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use Ecto.Migration
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def change do
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alter table(:artist_infos) do
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add :lastfm_data, :map, default: %{}
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end
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end
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end
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@@ -0,0 +1,78 @@
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defmodule MusicLibrary.Worker.FetchArtistLastFmDataTest do
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use MusicLibrary.DataCase
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alias MusicLibrary.Artists
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alias MusicLibrary.Artists.ArtistInfo
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alias MusicLibrary.Repo
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alias MusicLibrary.Worker.FetchArtistLastFmData
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setup do
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artist_id = Ecto.UUID.generate()
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Repo.insert!(%ArtistInfo{
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id: artist_id,
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musicbrainz_data: %{"name" => "Steven Wilson"}
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})
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%{artist_id: artist_id}
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end
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describe "perform/1" do
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test "stores Last.fm tags in lastfm_data", %{artist_id: artist_id} do
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Req.Test.stub(LastFm.API, fn conn ->
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Req.Test.json(conn, %{
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"toptags" => %{
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"tag" => [
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%{"name" => "progressive rock", "count" => 100},
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%{"name" => "art rock", "count" => 80},
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%{"name" => "psychedelic", "count" => 60}
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]
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}
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})
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end)
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assert :ok = perform_job(FetchArtistLastFmData, %{"id" => artist_id})
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artist_info = Artists.get_artist_info!(artist_id)
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tags = ArtistInfo.lastfm_tags(artist_info)
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assert "progressive rock" in tags
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assert "art rock" in tags
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assert "psychedelic" in tags
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end
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test "returns ok when Last.fm returns an error", %{artist_id: artist_id} do
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Req.Test.stub(LastFm.API, fn conn ->
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Req.Test.json(conn, %{"error" => 6, "message" => "Artist not found"})
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end)
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assert :ok = perform_job(FetchArtistLastFmData, %{"id" => artist_id})
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artist_info = Artists.get_artist_info!(artist_id)
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assert ArtistInfo.lastfm_tags(artist_info) == []
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end
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test "filters out tags with count below 2", %{artist_id: artist_id} do
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Req.Test.stub(LastFm.API, fn conn ->
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Req.Test.json(conn, %{
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"toptags" => %{
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"tag" => [
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%{"name" => "progressive rock", "count" => 50},
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%{"name" => "rare tag", "count" => 1},
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%{"name" => "another rare", "count" => 0}
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]
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}
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})
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end)
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assert :ok = perform_job(FetchArtistLastFmData, %{"id" => artist_id})
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artist_info = Artists.get_artist_info!(artist_id)
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tags = ArtistInfo.lastfm_tags(artist_info)
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assert "progressive rock" in tags
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refute "rare tag" in tags
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refute "another rare" in tags
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end
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end
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end
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Block a user