コード例 #1
0
ファイル: queries.py プロジェクト: teppi210/audius-protocol
def get_repost_feed_for_user(user_id):
    feed_results = {}
    db = get_db()
    with db.scoped_session() as session:
        # query all reposts by user
        repost_query = (session.query(Repost).filter(
            Repost.is_current == True, Repost.is_delete == False,
            Repost.user_id == user_id).order_by(desc(Repost.created_at)))
        reposts = paginate_query(repost_query).all()

        # get track reposts from above
        track_reposts = [
            r for r in reposts if r.repost_type == RepostType.track
        ]

        # get reposted track ids
        repost_track_ids = [r.repost_item_id for r in track_reposts]

        # get playlist reposts from above
        playlist_reposts = [
            r for r in reposts if r.repost_type == RepostType.playlist
            or r.repost_type == RepostType.album
        ]

        # get reposted playlist ids
        repost_playlist_ids = [r.repost_item_id for r in playlist_reposts]

        track_reposts = helpers.query_result_to_list(track_reposts)
        playlist_reposts = helpers.query_result_to_list(playlist_reposts)

        # build track/playlist id --> repost dict from repost lists
        track_repost_dict = {
            repost["repost_item_id"]: repost
            for repost in track_reposts
        }
        playlist_repost_dict = {
            repost["repost_item_id"]: repost
            for repost in playlist_reposts
        }

        # query tracks for repost_track_ids
        track_query = (session.query(Track).filter(
            Track.is_current == True,
            Track.track_id.in_(repost_track_ids)).order_by(
                desc(Track.created_at)))
        tracks = paginate_query(track_query).all()
        tracks = helpers.query_result_to_list(tracks)

        # get track ids
        track_ids = [track["track_id"] for track in tracks]

        # query playlists for repost_playlist_ids
        playlist_query = (session.query(Playlist).filter(
            Playlist.is_current == True, Playlist.is_private == False,
            Playlist.playlist_id.in_(repost_playlist_ids)).order_by(
                desc(Playlist.created_at)))
        playlists = paginate_query(playlist_query).all()
        playlists = helpers.query_result_to_list(playlists)

        # get playlist ids
        playlist_ids = [playlist["playlist_id"] for playlist in playlists]

        # get repost counts by track and playlist IDs
        repost_counts = get_repost_counts(session, False, True,
                                          track_ids + playlist_ids, None)
        track_repost_counts = {
            repost_item_id: repost_count
            for (repost_item_id, repost_count, repost_type) in repost_counts
            if repost_type == RepostType.track
        }
        playlist_repost_counts = {
            repost_item_id: repost_count
            for (repost_item_id, repost_count, repost_type) in repost_counts
            if repost_type in (RepostType.playlist, RepostType.album)
        }

        # get save counts for tracks and playlists
        save_counts = get_save_counts(session, False, True,
                                      track_ids + playlist_ids, None)
        track_save_counts = {
            save_item_id: save_count
            for (save_item_id, save_count, save_type) in save_counts
            if save_type == SaveType.track
        }
        playlist_save_counts = {
            save_item_id: save_count
            for (save_item_id, save_count, save_type) in save_counts
            if save_type in (SaveType.playlist, SaveType.album)
        }

        current_user_id = get_current_user_id(required=False)
        requested_user_is_current_user = False
        user_reposted_track_ids = {}
        user_reposted_playlist_ids = {}
        user_saved_track_dict = {}
        user_saved_playlist_dict = {}
        followees_track_repost_dict = {}
        followees_playlist_repost_dict = {}
        if current_user_id:
            # if current user = user_id, skip current_user_reposted queries and default to true
            if current_user_id == user_id:
                requested_user_is_current_user = True
            else:
                user_reposted_query = (session.query(
                    Repost.repost_item_id, Repost.repost_type).filter(
                        Repost.is_current == True, Repost.is_delete == False,
                        Repost.user_id == current_user_id,
                        or_(Repost.repost_item_id.in_(track_ids),
                            Repost.repost_item_id.in_(playlist_ids))).all())

                # generate dictionary of track id --> current user reposted status
                user_reposted_track_ids = {
                    r[0]: True
                    for r in user_reposted_query if r[1] == RepostType.track
                }

                # generate dictionary of playlist id --> current user reposted status
                user_reposted_playlist_ids = {
                    r[0]: True
                    for r in user_reposted_query
                    if r[1] == RepostType.album or r[1] == RepostType.playlist
                }

            # build dict of tracks and playlists that current user has saved

            #   - query saves by current user from relevant tracks/playlists
            user_saved_query = (session.query(
                Save.save_item_id, Save.save_type).filter(
                    Save.is_current == True, Save.is_delete == False,
                    Save.user_id == current_user_id,
                    or_(Save.save_item_id.in_(track_ids),
                        Save.save_item_id.in_(playlist_ids))).all())
            #   - build dict of track id --> current user save status
            user_saved_track_dict = {
                save[0]: True
                for save in user_saved_query if save[1] == SaveType.track
            }
            #   - build dict of playlist id --> current user save status
            user_saved_playlist_dict = {
                save[0]: True
                for save in user_saved_query
                if save[1] == SaveType.playlist or save[1] == SaveType.album
            }

            # query current user's followees
            followee_user_ids = (session.query(Follow.followee_user_id).filter(
                Follow.follower_user_id == current_user_id,
                Follow.is_current == True, Follow.is_delete == False).all())
            followee_user_ids = [f[0] for f in followee_user_ids]

            # query all followees' reposts
            followee_repost_query = (session.query(Repost).filter(
                Repost.is_current == True, Repost.is_delete == False,
                Repost.user_id.in_(followee_user_ids),
                or_(Repost.repost_item_id.in_(repost_track_ids),
                    Repost.repost_item_id.in_(repost_playlist_ids))).order_by(
                        desc(Repost.created_at)))
            followee_reposts = paginate_query(followee_repost_query).all()
            followee_reposts = helpers.query_result_to_list(followee_reposts)

            # build dict of track id --> reposts from followee track reposts
            for repost in followee_reposts:
                if repost["repost_type"] == RepostType.track:
                    if repost[
                            "repost_item_id"] not in followees_track_repost_dict:
                        followees_track_repost_dict[
                            repost["repost_item_id"]] = []
                    followees_track_repost_dict[
                        repost["repost_item_id"]].append(repost)

            # build dict of playlist id --> reposts from followee playlist reposts
            for repost in followee_reposts:
                if (repost["repost_type"] == RepostType.playlist
                        or repost["repost_type"] == RepostType.album):
                    if repost[
                            "repost_item_id"] not in followees_playlist_repost_dict:
                        followees_playlist_repost_dict[
                            repost["repost_item_id"]] = []
                    followees_playlist_repost_dict[
                        repost["repost_item_id"]].append(repost)

        # populate metadata for track entries
        for track in tracks:
            track[response_name_constants.
                  repost_count] = track_repost_counts.get(
                      track["track_id"], 0)
            track[response_name_constants.save_count] = track_save_counts.get(
                track["track_id"], 0)
            track[response_name_constants.has_current_user_reposted] = (
                True if requested_user_is_current_user else
                user_reposted_track_ids.get(track["track_id"], False))
            track[response_name_constants.
                  has_current_user_saved] = user_saved_track_dict.get(
                      track["track_id"], False)
            track[response_name_constants.
                  followee_reposts] = followees_track_repost_dict.get(
                      track["track_id"], [])
            track[response_name_constants.
                  activity_timestamp] = track_repost_dict[
                      track["track_id"]]["created_at"]

        for playlist in playlists:
            playlist[response_name_constants.
                     repost_count] = playlist_repost_counts.get(
                         playlist["playlist_id"], 0)
            playlist[
                response_name_constants.save_count] = playlist_save_counts.get(
                    playlist["playlist_id"], 0)
            playlist[response_name_constants.has_current_user_reposted] = (
                True if requested_user_is_current_user else
                user_reposted_playlist_ids.get(playlist["playlist_id"], False))
            playlist[response_name_constants.has_current_user_saved] = \
                user_saved_playlist_dict.get(playlist["playlist_id"], False)
            playlist[response_name_constants.followee_reposts] = \
                followees_playlist_repost_dict.get(playlist["playlist_id"], [])
            playlist[response_name_constants.activity_timestamp] = \
                playlist_repost_dict[playlist["playlist_id"]]["created_at"]

        unsorted_feed = tracks + playlists

        # sort feed by repost timestamp desc
        feed_results = sorted(unsorted_feed,
                              key=lambda entry: entry[response_name_constants.
                                                      activity_timestamp],
                              reverse=True)

    return api_helpers.success_response(feed_results)
コード例 #2
0
def generate_trending(session, time, genre, limit, offset, strategy):
    score_params = strategy.get_score_params()
    xf = score_params["xf"]
    pt = score_params["pt"]
    nm = score_params["nm"] if "nm" in score_params else 1

    # Get listen counts
    listen_counts = get_listen_counts(session, time, genre, limit, offset, nm)

    track_ids = [
        track[response_name_constants.track_id] for track in listen_counts
    ]

    # Generate track id -> created_at date
    track_created_at_dict = {
        record["track_id"]: record["created_at"]
        for record in listen_counts
    }

    # Query repost counts
    repost_counts = get_repost_counts(session, False, True, track_ids, None)

    # Generate track_id --> repost_count mapping
    track_repost_counts = {
        repost_item_id: repost_count
        for (repost_item_id, repost_count, repost_type) in repost_counts
        if repost_type == RepostType.track
    }

    # Query repost count with respect to rolling time frame in URL (e.g. /trending/week -> window = rolling week)
    track_repost_counts_for_time = get_repost_counts(session, False, True,
                                                     track_ids, None, None,
                                                     time)

    # Generate track_id --> windowed_repost_count mapping
    track_repost_counts_for_time = {
        repost_item_id: repost_count
        for (repost_item_id, repost_count,
             repost_type) in track_repost_counts_for_time
        if repost_type == RepostType.track
    }

    # Query follower info for each track owner
    # Query each track owner
    track_owners_query = (session.query(Track.track_id, Track.owner_id).filter(
        Track.is_current == True,
        Track.is_unlisted == False,
        Track.stem_of == None,
        Track.track_id.in_(track_ids),
    )).all()

    # Generate track_id <-> owner_id mapping
    track_owner_dict = dict(track_owners_query)
    # Generate list of owner ids
    track_owner_list = [
        owner_id for (track_id, owner_id) in track_owners_query
    ]

    # build dict of owner_id --> follower_count
    follower_counts = (session.query(
        Follow.followee_user_id, func.count(Follow.followee_user_id)).filter(
            Follow.is_current == True,
            Follow.is_delete == False,
            Follow.followee_user_id.in_(track_owner_list),
        ).group_by(Follow.followee_user_id).all())
    follower_count_dict = {
        user_id: follower_count
        for (user_id, follower_count) in follower_counts if follower_count > pt
    }

    # Query save counts
    save_counts = get_save_counts(session, False, True, track_ids, None)
    # Generate track_id --> save_count mapping
    track_save_counts = {
        save_item_id: save_count
        for (save_item_id, save_count, save_type) in save_counts
        if save_type == SaveType.track
    }

    # Query save counts with respect to rolling time frame in URL (e.g. /trending/week -> window = rolling week)
    save_counts_for_time = get_save_counts(session, False, True, track_ids,
                                           None, None, time)
    # Generate track_id --> windowed_save_count mapping
    track_save_counts_for_time = {
        save_item_id: save_count
        for (save_item_id, save_count, save_type) in save_counts_for_time
        if save_type == SaveType.track
    }

    karma_query = get_karma(session, tuple(track_ids), strategy, None, False,
                            xf, strategy)
    karma_counts_for_id = dict(karma_query)

    trending_tracks = []
    for track_entry in listen_counts:
        track_id = track_entry[response_name_constants.track_id]

        # Populate repost counts
        track_entry[
            response_name_constants.repost_count] = track_repost_counts.get(
                track_id, 0)

        # Populate repost counts with respect to time
        track_entry[response_name_constants.
                    windowed_repost_count] = track_repost_counts_for_time.get(
                        track_id, 0)

        # Populate save counts
        track_entry[
            response_name_constants.save_count] = track_save_counts.get(
                track_id, 0)

        # Populate save counts with respect to time
        track_entry[response_name_constants.
                    windowed_save_count] = track_save_counts_for_time.get(
                        track_id, 0)

        # Populate owner follower count
        owner_id = track_owner_dict[track_id]
        owner_follow_count = follower_count_dict.get(owner_id, 0)
        track_entry[response_name_constants.track_owner_id] = owner_id
        track_entry[
            response_name_constants.owner_follower_count] = owner_follow_count

        # Populate created at timestamps
        if track_id in track_created_at_dict:
            # datetime needs to be in isoformat for json.dumps() in `update_trending_cache()` to
            # properly process the dp response and add to redis cache
            # timespec = specifies additional components of the time to include
            track_entry[
                response_name_constants.
                created_at] = track_created_at_dict[track_id].isoformat(
                    timespec="seconds")
        else:
            track_entry[response_name_constants.created_at] = None

        track_entry["karma"] = karma_counts_for_id.get(track_id, 0)

        trending_tracks.append(track_entry)

    final_resp = {}
    final_resp["listen_counts"] = trending_tracks
    return final_resp
コード例 #3
0
def get_scorable_playlist_data(session, time_range, strategy):
    """Gets data about playlists to be scored. Returns:
        Array<{
            "playlist_id": number
            "created_at": string
            "owner_id": string
            "windowed_save_count": number
            "save_count": number
            "repost_count: number,
            "windowed_repost_count: number
            "listens": number (always 1)
        }>
    """
    score_params = strategy.get_score_params()
    zq = score_params['zq']
    xf = score_params['xf']
    pt = score_params['pt']
    mt = score_params['mt']

    delta = time_delta_map.get(time_range) or time_delta_map.get('week')

    # Get all playlists saved within time range (windowed_save_count):
    # Queries by Playlists Joined with Saves,
    # where a given playlist was saved at least once in the past `time_delta`.
    # Limits to `TRENDING_LIMIT` and sorts by saves for later scoring.
    playlists = (
        session.query(
            Save.save_item_id, Playlist.created_at, Playlist.playlist_owner_id,
            func.count(Save.save_item_id)).join(
                Playlist, Playlist.playlist_id == Save.save_item_id).join(
                    AggregateUser,
                    AggregateUser.user_id == Playlist.playlist_owner_id).
        filter(
            Save.is_current == True,
            Save.is_delete == False,
            Save.save_type == SaveType.playlist,  # Albums are filtered out
            Save.created_at > datetime.now() - delta,
            Playlist.is_current == True,
            Playlist.is_delete == False,
            Playlist.is_private == False,
            jsonb_array_length(Playlist.playlist_contents['track_ids']) >= mt,
            AggregateUser.following_count < zq).group_by(
                Save.save_item_id, Playlist.created_at,
                Playlist.playlist_owner_id).order_by(
                    desc(func.count(
                        Save.save_item_id))).limit(TRENDING_LIMIT)).all()

    # Build up a map of playlist data
    # playlist_id -> data
    # Some fields initialized at zero
    playlist_map = {
        record[0]: {
            response_name_constants.playlist_id:
            record[0],
            response_name_constants.created_at:
            record[1].isoformat(timespec='seconds'),
            response_name_constants.owner_id:
            record[2],
            response_name_constants.windowed_save_count:
            record[3],
            response_name_constants.save_count:
            0,
            response_name_constants.repost_count:
            0,
            response_name_constants.windowed_repost_count:
            0,
            response_name_constants.owner_follower_count:
            0,
            "karma":
            1,
            "listens":
            1,
        }
        for record in playlists
    }

    playlist_ids = [record[0] for record in playlists]
    # map owner_id -> [playlist_id], accounting for multiple playlists with the same ID
    # used in follows
    playlist_owner_id_map = {}
    for (playlist_id, _, owner_id, _) in playlists:
        if owner_id not in playlist_owner_id_map:
            playlist_owner_id_map[owner_id] = [playlist_id]
        else:
            playlist_owner_id_map[owner_id].append(playlist_id)

    # Add repost counts
    repost_counts = get_repost_counts(session, False, False, playlist_ids,
                                      [RepostType.playlist])
    for (playlist_id, repost_count) in repost_counts:
        playlist_map[playlist_id][
            response_name_constants.repost_count] = repost_count

    # Add windowed repost counts
    repost_counts_for_time = get_repost_counts(session, False, False,
                                               playlist_ids,
                                               [RepostType.playlist], None,
                                               time_range)
    for (playlist_id, repost_count) in repost_counts_for_time:
        playlist_map[playlist_id][
            response_name_constants.windowed_repost_count] = repost_count

    # Add save counts
    save_counts = get_save_counts(session, False, False, playlist_ids,
                                  [SaveType.playlist])
    for (playlist_id, save_count) in save_counts:
        playlist_map[playlist_id][
            response_name_constants.save_count] = save_count

    # Add follower counts
    follower_counts = (session.query(
        Follow.followee_user_id, func.count(Follow.followee_user_id)).filter(
            Follow.is_current == True, Follow.is_delete == False,
            Follow.followee_user_id.in_(list(
                playlist_owner_id_map.keys()))).group_by(
                    Follow.followee_user_id).all())
    for (followee_user_id, follower_count) in follower_counts:
        if follower_count >= pt:
            owned_playlist_ids = playlist_owner_id_map[followee_user_id]
            for playlist_id in owned_playlist_ids:
                playlist_map[playlist_id][
                    response_name_constants.
                    owner_follower_count] = follower_count

    # Add karma
    karma_scores = get_karma(session, tuple(playlist_ids), None, True, xf)
    for (playlist_id, karma) in karma_scores:
        playlist_map[playlist_id]["karma"] = karma

    return playlist_map.values()
コード例 #4
0
def generate_trending(db, time, genre, limit, offset):
    identity_url = shared_config['discprov']['identity_service_url']
    identity_trending_endpoint = urljoin(identity_url, f"/tracks/trending/{time}")

    post_body = {}
    post_body["limit"] = limit
    post_body["offset"] = offset

    # Retrieve genre and query all tracks if required
    if genre is not None:
        # Parse encoded characters, such as Hip-Hop%252FRap -> Hip-Hop/Rap
        genre = unquote(genre)
        with db.scoped_session() as session:
            genre_list = get_genre_list(genre)
            genre_track_ids = (
                session.query(Track.track_id)
                .filter(
                    Track.genre.in_(genre_list),
                    Track.is_current == True,
                    Track.is_delete == False,
                    Track.is_unlisted == False,
                    Track.stem_of == None
                )
                .all()
            )
            genre_specific_track_ids = [record[0] for record in genre_track_ids]
            post_body["track_ids"] = genre_specific_track_ids

    # Query trending information from identity service
    resp = None
    try:
        resp = requests.post(identity_trending_endpoint, json=post_body)
    except Exception as e: # pylint: disable=W0703
        logger.error(
            f'Error retrieving trending info - {identity_trending_endpoint}, {post_body}'
        )
        return api_helpers.error_response(e, 500)

    json_resp = resp.json()
    if "error" in json_resp:
        return api_helpers.error_response(json_resp["error"], 500)

    listen_counts = json_resp["listenCounts"]
    # Convert trackId to snakeCase
    for track_entry in listen_counts:
        track_entry[response_name_constants.track_id] = track_entry['trackId']
        del track_entry['trackId']

    track_ids = [track[response_name_constants.track_id] for track in listen_counts]

    with db.scoped_session() as session:
        # Filter tracks to not-deleted ones so trending order is preserved
        not_deleted_track_ids = (
            session.query(Track.track_id, Track.created_at)
            .filter(
                Track.track_id.in_(track_ids),
                Track.is_current == True,
                Track.is_delete == False,
                Track.is_unlisted == False,
                Track.stem_of == None
            )
            .all()
        )

        # Generate track -> created_at date
        track_created_at_dict = {
            record[0]: record[1] for record in not_deleted_track_ids
        }

        not_deleted_track_ids = set([record[0] for record in not_deleted_track_ids]) # pylint: disable=R1718
        # Query repost counts
        repost_counts = get_repost_counts(session, False, True, not_deleted_track_ids, None)
         # Generate track_id --> repost_count mapping
        track_repost_counts = {
            repost_item_id: repost_count
            for (repost_item_id, repost_count, repost_type) in repost_counts
            if repost_type == RepostType.track
        }

        # Query repost count with respect to rolling time frame in URL (e.g. /trending/week -> window = rolling week)
        track_repost_counts_for_time = \
            get_repost_counts(session, False, True, not_deleted_track_ids, None, None, time)
        # Generate track_id --> windowed_save_count mapping
        track_repost_counts_for_time = {
            repost_item_id: repost_count
            for (repost_item_id, repost_count, repost_type) in track_repost_counts_for_time
            if repost_type == RepostType.track
        }

        # Query follower info for each track owner
        # Query each track owner
        track_owners_query = (
            session.query(Track.track_id, Track.owner_id)
            .filter
            (
                Track.is_current == True,
                Track.is_unlisted == False,
                Track.stem_of == None,
                Track.track_id.in_(not_deleted_track_ids)
            )
            .all()
        )

        # Generate track_id <-> owner_id mapping
        track_owner_dict = {track_id: owner_id for (track_id, owner_id) in track_owners_query}
        # Generate list of owner ids
        track_owner_list = [owner_id for (track_id, owner_id) in track_owners_query]

        # build dict of owner_id --> follower_count
        follower_counts = (
            session.query(
                Follow.followee_user_id,
                func.count(Follow.followee_user_id)
            )
            .filter(
                Follow.is_current == True,
                Follow.is_delete == False,
                Follow.followee_user_id.in_(track_owner_list)
            )
            .group_by(Follow.followee_user_id)
            .all()
        )
        follower_count_dict = \
                {user_id: follower_count for (user_id, follower_count) in follower_counts}

        # Query save counts
        save_counts = get_save_counts(session, False, True, not_deleted_track_ids, None)
        # Generate track_id --> save_count mapping
        track_save_counts = {
            save_item_id: save_count
            for (save_item_id, save_count, save_type) in save_counts
            if save_type == SaveType.track
        }

        # Query save counts with respect to rolling time frame in URL (e.g. /trending/week -> window = rolling week)
        save_counts_for_time = get_save_counts(session, False, True, not_deleted_track_ids, None, None, time)
         # Generate track_id --> windowed_save_count mapping
        track_save_counts_for_time = {
            save_item_id: save_count
            for (save_item_id, save_count, save_type) in save_counts_for_time
            if save_type == SaveType.track
        }

        karma_query = get_karma(session, tuple(not_deleted_track_ids))
        karma_counts_for_id = {track_id: karma for (track_id, karma) in karma_query}

        trending_tracks = []
        for track_entry in listen_counts:
            # Skip over deleted tracks
            if track_entry[response_name_constants.track_id] not in not_deleted_track_ids:
                continue

            # Populate repost counts
            if track_entry[response_name_constants.track_id] in track_repost_counts:
                track_entry[response_name_constants.repost_count] = \
                        track_repost_counts[track_entry[response_name_constants.track_id]]
            else:
                track_entry[response_name_constants.repost_count] = 0

            # Populate repost counts with respect to time
            if track_entry[response_name_constants.track_id] in track_repost_counts_for_time:
                track_entry[response_name_constants.windowed_repost_count] = \
                    track_repost_counts_for_time[track_entry[response_name_constants.track_id]]
            else:
                track_entry[response_name_constants.windowed_repost_count] = 0

            # Populate save counts
            if track_entry[response_name_constants.track_id] in track_save_counts:
                track_entry[response_name_constants.save_count] = \
                        track_save_counts[track_entry[response_name_constants.track_id]]
            else:
                track_entry[response_name_constants.save_count] = 0

            # Populate save counts with respect to time
            if track_entry[response_name_constants.track_id] in track_save_counts_for_time:
                track_entry[response_name_constants.windowed_save_count] = \
                        track_save_counts_for_time[track_entry[response_name_constants.track_id]]
            else:
                track_entry[response_name_constants.windowed_save_count] = 0

            # Populate listen counts
            owner_id = track_owner_dict[track_entry[response_name_constants.track_id]]
            owner_follow_count = 0
            if owner_id in follower_count_dict:
                owner_follow_count = follower_count_dict[owner_id]
            track_entry[response_name_constants.track_owner_id] = owner_id
            track_entry[response_name_constants.track_owner_follower_count] = owner_follow_count

            # Populate created at timestamps
            if track_entry[response_name_constants.track_id] in track_created_at_dict:
                # datetime needs to be in isoformat for json.dumps() in `update_trending_cache()` to
                # properly process the dp response and add to redis cache
                # timespec = specifies additional components of the time to include
                track_entry[response_name_constants.created_at] = \
                        track_created_at_dict[track_entry[response_name_constants.track_id]] \
                            .isoformat(timespec='seconds')
            else:
                track_entry[response_name_constants.created_at] = None

            track_entry["karma"] = karma_counts_for_id[track_entry[response_name_constants.track_id]] \
                if track_entry[response_name_constants.track_id] in karma_counts_for_id else 0

            trending_tracks.append(track_entry)

    final_resp = {}
    final_resp['listen_counts'] = trending_tracks
    return final_resp
コード例 #5
0
def notifications():
    """
    Fetches the notifications events that occurred between the given block numbers

    URL Params:
        min_block_number: (int) The start block number for querying for notifications
        max_block_number?: (int) The end block number for querying for notifications
        track_id?: (Array<int>) Array of track id for fetching the track's owner id
            and adding the track id to owner user id mapping to the `owners` response field
            NOTE: this is added for notification for listen counts

    Response - Json object w/ the following fields
        notifications: Array of notifications of shape:
            type: 'Follow' | 'Favorite' | 'Repost' | 'Create' | 'RemixCreate' | 'RemixCosign'
            blocknumber: (int) blocknumber of notification
            timestamp: (string) timestamp of notification
            initiator: (int) the user id that caused this notification
            metadata?: (any) additional information about the notification
                entity_id?: (int) the id of the target entity (ie. playlist id of a playlist that is reposted)
                entity_type?: (string) the type of the target entity
                entity_owner_id?: (int) the id of the target entity's owner (if applicable)

        info: Dictionary of metadata w/ min_block_number & max_block_number fields

        milestones: Dictionary mapping of follows/reposts/favorites (processed within the blocks params)
            Root fields:
                follower_counts: Contains a dictionary of user id => follower count (up to the max_block_number)
                repost_counts: Contains a dictionary tracks/albums/playlists of id to repost count
                favorite_counts: Contains a dictionary tracks/albums/playlists of id to favorite count

        owners: Dictionary containing the mapping for track id / playlist id / album -> owner user id
            The root keys are 'tracks', 'playlists', 'albums' and each contains the id to owner id mapping
    """

    db = get_db_read_replica()
    min_block_number = request.args.get("min_block_number", type=int)
    max_block_number = request.args.get("max_block_number", type=int)

    track_ids_to_owner = []
    try:
        track_ids_str_list = request.args.getlist("track_id")
        track_ids_to_owner = [int(y) for y in track_ids_str_list]
    except Exception as e:
        logger.error(f'Failed to retrieve track list {e}')

    # Max block number is not explicitly required (yet)
    if not min_block_number and min_block_number != 0:
        return api_helpers.error_response({'msg': 'Missing min block number'},
                                          500)

    if not max_block_number:
        max_block_number = min_block_number + max_block_diff
    elif (max_block_number - min_block_number) > max_block_diff:
        max_block_number = (min_block_number + max_block_diff)

    with db.scoped_session() as session:
        current_block_query = session.query(Block).filter_by(is_current=True)
        current_block_query_results = current_block_query.all()
        current_block = current_block_query_results[0]
        current_max_block_num = current_block.number
        if current_max_block_num < max_block_number:
            max_block_number = current_max_block_num

    notification_metadata = {
        'min_block_number': min_block_number,
        'max_block_number': max_block_number
    }

    # Retrieve milestones statistics
    milestone_info = {}

    # Cache owner info for network entities and pass in w/results
    owner_info = {const.tracks: {}, const.albums: {}, const.playlists: {}}

    # List of notifications generated from current protocol state
    notifications_unsorted = []
    with db.scoped_session() as session:
        # Query relevant follow information
        follow_query = session.query(Follow)

        # Impose min block number restriction
        follow_query = follow_query.filter(
            Follow.is_current == True, Follow.is_delete == False,
            Follow.blocknumber > min_block_number,
            Follow.blocknumber <= max_block_number)

        follow_results = follow_query.all()
        # Used to retrieve follower counts for this window
        followed_users = []
        # Represents all follow notifications
        follow_notifications = []
        for entry in follow_results:
            follow_notif = {
                const.notification_type: const.notification_type_follow,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.follower_user_id,
                const.notification_metadata: {
                    const.notification_follower_id: entry.follower_user_id,
                    const.notification_followee_id: entry.followee_user_id
                }
            }
            follow_notifications.append(follow_notif)
            # Add every user who gained a new follower
            followed_users.append(entry.followee_user_id)

        # Query count for any user w/new followers
        follower_counts = get_follower_count_dict(session, followed_users,
                                                  max_block_number)
        milestone_info['follower_counts'] = follower_counts

        notifications_unsorted.extend(follow_notifications)

        # Query relevant favorite information
        favorites_query = session.query(Save)
        favorites_query = favorites_query.filter(
            Save.is_current == True, Save.is_delete == False,
            Save.blocknumber > min_block_number,
            Save.blocknumber <= max_block_number)
        favorite_results = favorites_query.all()

        # ID lists to query count aggregates
        favorited_track_ids = []
        favorited_album_ids = []
        favorited_playlist_ids = []

        # List of favorite notifications
        favorite_notifications = []
        favorite_remix_tracks = []

        for entry in favorite_results:
            favorite_notif = {
                const.notification_type: const.notification_type_favorite,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.user_id
            }
            save_type = entry.save_type
            save_item_id = entry.save_item_id
            metadata = {
                const.notification_entity_type: save_type,
                const.notification_entity_id: save_item_id
            }

            # NOTE if deleted, the favorite can still exist
            # TODO: Can we aggregate all owner queries and perform at once...?
            if save_type == SaveType.track:
                owner_id = get_owner_id(session, 'track', save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_track_ids.append(save_item_id)
                owner_info[const.tracks][save_item_id] = owner_id

                favorite_remix_tracks.append({
                    const.notification_blocknumber:
                    entry.blocknumber,
                    const.notification_timestamp:
                    entry.created_at,
                    'user_id':
                    entry.user_id,
                    'item_owner_id':
                    owner_id,
                    'item_id':
                    save_item_id
                })

            elif save_type == SaveType.album:
                owner_id = get_owner_id(session, 'album', save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_album_ids.append(save_item_id)
                owner_info[const.albums][save_item_id] = owner_id

            elif save_type == SaveType.playlist:
                owner_id = get_owner_id(session, 'playlist', save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_playlist_ids.append(save_item_id)
                owner_info[const.playlists][save_item_id] = owner_id

            favorite_notif[const.notification_metadata] = metadata
            favorite_notifications.append(favorite_notif)
        notifications_unsorted.extend(favorite_notifications)

        track_favorite_dict = {}
        album_favorite_dict = {}
        playlist_favorite_dict = {}

        if favorited_track_ids:
            track_favorite_counts = \
                get_save_counts(session, False, False, favorited_track_ids, [
                    SaveType.track], max_block_number)
            track_favorite_dict = \
                {track_id: fave_count for (
                    track_id, fave_count) in track_favorite_counts}

            favorite_remix_notifications = get_cosign_remix_notifications(
                session, max_block_number, favorite_remix_tracks)
            notifications_unsorted.extend(favorite_remix_notifications)

        if favorited_album_ids:
            album_favorite_counts = \
                get_save_counts(session, False, False, favorited_album_ids, [
                    SaveType.album], max_block_number)
            album_favorite_dict = \
                {album_id: fave_count for (
                    album_id, fave_count) in album_favorite_counts}

        if favorited_playlist_ids:
            playlist_favorite_counts = \
                get_save_counts(session, False, False, favorited_playlist_ids, [
                    SaveType.playlist], max_block_number)
            playlist_favorite_dict = \
                {playlist_id: fave_count for (
                    playlist_id, fave_count) in playlist_favorite_counts}

        milestone_info[const.notification_favorite_counts] = {}
        milestone_info[const.notification_favorite_counts][
            const.tracks] = track_favorite_dict
        milestone_info[const.notification_favorite_counts][
            const.albums] = album_favorite_dict
        milestone_info[const.notification_favorite_counts][
            const.playlists] = playlist_favorite_dict

        #
        # Query relevant repost information
        #
        repost_query = session.query(Repost)
        repost_query = repost_query.filter(
            Repost.is_current == True, Repost.is_delete == False,
            Repost.blocknumber > min_block_number,
            Repost.blocknumber <= max_block_number)
        repost_results = repost_query.all()

        # ID lists to query counts
        reposted_track_ids = []
        reposted_album_ids = []
        reposted_playlist_ids = []

        # List of repost notifications
        repost_notifications = []

        # List of repost notifications
        repost_remix_notifications = []
        repost_remix_tracks = []

        for entry in repost_results:
            repost_notif = {
                const.notification_type: const.notification_type_repost,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.user_id
            }
            repost_type = entry.repost_type
            repost_item_id = entry.repost_item_id
            metadata = {
                const.notification_entity_type: repost_type,
                const.notification_entity_id: repost_item_id
            }
            if repost_type == RepostType.track:
                owner_id = get_owner_id(session, 'track', repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_track_ids.append(repost_item_id)
                owner_info[const.tracks][repost_item_id] = owner_id
                repost_remix_tracks.append({
                    const.notification_blocknumber:
                    entry.blocknumber,
                    const.notification_timestamp:
                    entry.created_at,
                    'user_id':
                    entry.user_id,
                    'item_owner_id':
                    owner_id,
                    'item_id':
                    repost_item_id
                })

            elif repost_type == RepostType.album:
                owner_id = get_owner_id(session, 'album', repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_album_ids.append(repost_item_id)
                owner_info[const.albums][repost_item_id] = owner_id

            elif repost_type == RepostType.playlist:
                owner_id = get_owner_id(session, 'playlist', repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_playlist_ids.append(repost_item_id)
                owner_info[const.playlists][repost_item_id] = owner_id

            repost_notif[const.notification_metadata] = metadata
            repost_notifications.append(repost_notif)

        # Append repost notifications
        notifications_unsorted.extend(repost_notifications)

        track_repost_count_dict = {}
        album_repost_count_dict = {}
        playlist_repost_count_dict = {}

        # Aggregate repost counts for relevant fields
        # Used to notify users of entity-specific milestones
        if reposted_track_ids:
            track_repost_counts = \
                get_repost_counts(
                    session,
                    False,
                    False,
                    reposted_track_ids,
                    [RepostType.track],
                    max_block_number)
            track_repost_count_dict = \
                {track_id: repost_count
                 for (track_id, repost_count) in track_repost_counts}

            repost_remix_notifications = get_cosign_remix_notifications(
                session, max_block_number, repost_remix_tracks)
            notifications_unsorted.extend(repost_remix_notifications)

        if reposted_album_ids:
            album_repost_counts = \
                get_repost_counts(
                    session,
                    False,
                    False,
                    reposted_album_ids,
                    [RepostType.album],
                    max_block_number)
            album_repost_count_dict = \
                {album_id: repost_count
                 for (album_id, repost_count) in album_repost_counts}

        if reposted_playlist_ids:
            playlist_repost_counts = \
                get_repost_counts(
                    session,
                    False,
                    False,
                    reposted_playlist_ids,
                    [RepostType.playlist],
                    max_block_number)
            playlist_repost_count_dict = \
                {playlist_id: repost_count
                 for (playlist_id, repost_count) in playlist_repost_counts}

        milestone_info[const.notification_repost_counts] = {}
        milestone_info[const.notification_repost_counts][
            const.tracks] = track_repost_count_dict
        milestone_info[const.notification_repost_counts][
            const.albums] = album_repost_count_dict
        milestone_info[const.notification_repost_counts][
            const.playlists] = playlist_repost_count_dict

        # Query relevant created entity notification - tracks/albums/playlists
        created_notifications = []

        # Query relevant created tracks for remix information
        remix_created_notifications = []

        # Aggregate track notifs
        tracks_query = session.query(Track)
        # TODO: Is it valid to use Track.is_current here? Might not be the right info...
        tracks_query = tracks_query.filter(
            Track.is_unlisted == False, Track.is_delete == False,
            Track.stem_of == None, Track.blocknumber > min_block_number,
            Track.blocknumber <= max_block_number)
        tracks_query = tracks_query.filter(
            Track.created_at == Track.updated_at)
        track_results = tracks_query.all()
        for entry in track_results:
            track_notif = {
                const.notification_type: const.notification_type_create,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.owner_id,
                # TODO: is entity owner id necessary for tracks?
                const.notification_metadata: {
                    const.notification_entity_type: 'track',
                    const.notification_entity_id: entry.track_id,
                    const.notification_entity_owner_id: entry.owner_id
                }
            }
            created_notifications.append(track_notif)

            if entry.remix_of:
                # Add notification to remix track owner
                parent_remix_tracks = [
                    t['parent_track_id'] for t in entry.remix_of['tracks']
                ]
                remix_track_parents = (session.query(
                    Track.owner_id, Track.track_id).filter(
                        Track.track_id.in_(parent_remix_tracks),
                        Track.is_unlisted == False, Track.is_delete == False,
                        Track.is_current == True).all())
                for remix_track_parent in remix_track_parents:
                    [remix_track_parent_owner,
                     remix_track_parent_id] = remix_track_parent
                    remix_notif = {
                        const.notification_type:
                        const.notification_type_remix_create,
                        const.notification_blocknumber: entry.blocknumber,
                        const.notification_timestamp: entry.created_at,
                        const.notification_initiator: entry.owner_id,
                        # TODO: is entity owner id necessary for tracks?
                        const.notification_metadata: {
                            const.notification_entity_type:
                            'track',
                            const.notification_entity_id:
                            entry.track_id,
                            const.notification_entity_owner_id:
                            entry.owner_id,
                            const.notification_remix_parent_track_user_id:
                            remix_track_parent_owner,
                            const.notification_remix_parent_track_id:
                            remix_track_parent_id
                        }
                    }
                    remix_created_notifications.append(remix_notif)

        # Handle track update notifications
        # TODO: Consider switching blocknumber for updated at?
        updated_tracks_query = session.query(Track)
        updated_tracks_query = updated_tracks_query.filter(
            Track.is_unlisted == False, Track.stem_of == None,
            Track.created_at != Track.updated_at,
            Track.blocknumber > min_block_number,
            Track.blocknumber <= max_block_number)
        updated_tracks = updated_tracks_query.all()
        for entry in updated_tracks:
            prev_entry_query = (session.query(Track).filter(
                Track.track_id == entry.track_id,
                Track.blocknumber < entry.blocknumber).order_by(
                    desc(Track.blocknumber)))
            # Previous unlisted entry indicates transition to public, triggering a notification
            prev_entry = prev_entry_query.first()

            # Tracks that were unlisted and turned to public
            if prev_entry.is_unlisted == True:
                track_notif = {
                    const.notification_type: const.notification_type_create,
                    const.notification_blocknumber: entry.blocknumber,
                    const.notification_timestamp: entry.created_at,
                    const.notification_initiator: entry.owner_id,
                    # TODO: is entity owner id necessary for tracks?
                    const.notification_metadata: {
                        const.notification_entity_type: 'track',
                        const.notification_entity_id: entry.track_id,
                        const.notification_entity_owner_id: entry.owner_id
                    }
                }
                created_notifications.append(track_notif)

            # Tracks that were not remixes and turned into remixes
            if not prev_entry.remix_of and entry.remix_of:
                # Add notification to remix track owner
                parent_remix_tracks = [
                    t['parent_track_id'] for t in entry.remix_of['tracks']
                ]
                remix_track_parents = (session.query(
                    Track.owner_id, Track.track_id).filter(
                        Track.track_id.in_(parent_remix_tracks),
                        Track.is_unlisted == False, Track.is_delete == False,
                        Track.is_current == True).all())
                for remix_track_parent in remix_track_parents:
                    [remix_track_parent_owner,
                     remix_track_parent_id] = remix_track_parent
                    remix_notif = {
                        const.notification_type:
                        const.notification_type_remix_create,
                        const.notification_blocknumber: entry.blocknumber,
                        const.notification_timestamp: entry.created_at,
                        const.notification_initiator: entry.owner_id,
                        # TODO: is entity owner id necessary for tracks?
                        const.notification_metadata: {
                            const.notification_entity_type:
                            'track',
                            const.notification_entity_id:
                            entry.track_id,
                            const.notification_entity_owner_id:
                            entry.owner_id,
                            const.notification_remix_parent_track_user_id:
                            remix_track_parent_owner,
                            const.notification_remix_parent_track_id:
                            remix_track_parent_id
                        }
                    }
                    remix_created_notifications.append(remix_notif)

        notifications_unsorted.extend(remix_created_notifications)

        # Aggregate playlist/album notifs
        collection_query = session.query(Playlist)
        # TODO: Is it valid to use is_current here? Might not be the right info...
        collection_query = collection_query.filter(
            Playlist.is_delete == False, Playlist.is_private == False,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number)
        collection_query = collection_query.filter(
            Playlist.created_at == Playlist.updated_at)
        collection_results = collection_query.all()

        for entry in collection_results:
            collection_notif = {
                const.notification_type: const.notification_type_create,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.playlist_owner_id
            }
            metadata = {
                const.notification_entity_id: entry.playlist_id,
                const.notification_entity_owner_id: entry.playlist_owner_id,
                const.notification_collection_content: entry.playlist_contents
            }

            if entry.is_album:
                metadata[const.notification_entity_type] = 'album'
            else:
                metadata[const.notification_entity_type] = 'playlist'
            collection_notif[const.notification_metadata] = metadata
            created_notifications.append(collection_notif)

        # Playlists that were private and turned to public aka 'published'
        # TODO: Consider switching blocknumber for updated at?
        publish_playlists_query = session.query(Playlist)
        publish_playlists_query = publish_playlists_query.filter(
            Playlist.is_private == False,
            Playlist.created_at != Playlist.updated_at,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number)
        publish_playlist_results = publish_playlists_query.all()
        for entry in publish_playlist_results:
            prev_entry_query = (session.query(Playlist).filter(
                Playlist.playlist_id == entry.playlist_id,
                Playlist.blocknumber < entry.blocknumber).order_by(
                    desc(Playlist.blocknumber)))
            # Previous private entry indicates transition to public, triggering a notification
            prev_entry = prev_entry_query.first()
            if prev_entry.is_private == True:
                publish_playlist_notif = {
                    const.notification_type: const.notification_type_create,
                    const.notification_blocknumber: entry.blocknumber,
                    const.notification_timestamp: entry.created_at,
                    const.notification_initiator: entry.playlist_owner_id
                }
                metadata = {
                    const.notification_entity_id: entry.playlist_id,
                    const.notification_entity_owner_id:
                    entry.playlist_owner_id,
                    const.notification_collection_content:
                    entry.playlist_contents,
                    const.notification_entity_type: 'playlist'
                }
                publish_playlist_notif[const.notification_metadata] = metadata
                created_notifications.append(publish_playlist_notif)

        notifications_unsorted.extend(created_notifications)

        # Get additional owner info as requested for listen counts
        tracks_owner_query = (session.query(Track).filter(
            Track.is_current == True, Track.track_id.in_(track_ids_to_owner)))
        track_owner_results = tracks_owner_query.all()
        for entry in track_owner_results:
            owner = entry.owner_id
            track_id = entry.track_id
            owner_info[const.tracks][track_id] = owner

    # Final sort - TODO: can we sort by timestamp?
    sorted_notifications = \
        sorted(notifications_unsorted,
               key=lambda i: i[const.notification_blocknumber], reverse=False)

    return api_helpers.success_response({
        'notifications': sorted_notifications,
        'info': notification_metadata,
        'milestones': milestone_info,
        'owners': owner_info
    })
コード例 #6
0
def get_scorable_track_data(session, redis_instance, strategy):
    """
    Returns a map: {
        "track_id": string
        "created_at": string
        "owner_id": number
        "windowed_save_count": number
        "save_count": number
        "repost_count": number
        "windowed_repost_count": number
        "owner_follower_count": number
        "karma": number
        "listens": number
        "owner_verified": boolean
    }
    """

    score_params = strategy.get_score_params()
    S = score_params['S']
    r = score_params['r']
    q = score_params['q']
    o = score_params['o']
    f = score_params['f']
    qr = score_params['qr']
    xf = score_params['xf']
    pt = score_params['pt']
    trending_key = make_trending_cache_key("week", None, strategy.version)
    track_ids = []
    old_trending = get_pickled_key(redis_instance, trending_key)
    if old_trending:
        track_ids = old_trending[1]
    exclude_track_ids = track_ids[:qr]

    # Get followers
    follower_query = (session.query(
        Follow.followee_user_id.label('user_id'),
        User.is_verified.label('is_verified'),
        func.count(Follow.followee_user_id).label('follower_count')).join(
            User, User.user_id == Follow.followee_user_id).filter(
                Follow.is_current == True, Follow.is_delete == False,
                User.is_current == True, Follow.created_at <
                (datetime.now() - timedelta(days=f))).group_by(
                    Follow.followee_user_id, User.is_verified)).subquery()

    base_query = (session.query(
        AggregatePlays.play_item_id.label('track_id'),
        follower_query.c.user_id, follower_query.c.follower_count,
        AggregatePlays.count, Track.created_at,
        follower_query.c.is_verified).join(
            Track, Track.track_id == AggregatePlays.play_item_id).join(
                follower_query,
                follower_query.c.user_id == Track.owner_id).join(
                    AggregateUser,
                    AggregateUser.user_id == Track.owner_id).filter(
                        Track.is_current == True, Track.is_delete == False,
                        Track.is_unlisted == False, Track.stem_of == None,
                        Track.track_id.notin_(exclude_track_ids),
                        Track.created_at >=
                        (datetime.now() - timedelta(days=o)),
                        follower_query.c.follower_count < S,
                        follower_query.c.follower_count >= pt,
                        AggregateUser.following_count < r,
                        AggregatePlays.count >= q)).all()

    tracks_map = {
        record[0]: {
            "track_id": record[0],
            "created_at": record[4].isoformat(timespec='seconds'),
            "owner_id": record[1],
            "windowed_save_count": 0,
            "save_count": 0,
            "repost_count": 0,
            "windowed_repost_count": 0,
            "owner_follower_count": record[2],
            "karma": 1,
            "listens": record[3],
            "owner_verified": record[5]
        }
        for record in base_query
    }

    track_ids = [record[0] for record in base_query]

    # Get all the extra values
    repost_counts = get_repost_counts(session, False, False, track_ids,
                                      [RepostType.track])

    windowed_repost_counts = get_repost_counts(session, False, False,
                                               track_ids, [RepostType.track],
                                               None, "week")

    save_counts = get_save_counts(session, False, False, track_ids,
                                  [SaveType.track])

    windowed_save_counts = get_save_counts(session, False, False, track_ids,
                                           [SaveType.track], None, "week")

    karma_scores = get_karma(session, tuple(track_ids), None, False, xf)

    # Associate all the extra data
    for (track_id, repost_count) in repost_counts:
        tracks_map[track_id]["repost_count"] = repost_count
    for (track_id, repost_count) in windowed_repost_counts:
        tracks_map[track_id]["windowed_repost_count"] = repost_count
    for (track_id, save_count) in save_counts:
        tracks_map[track_id]["save_count"] = save_count
    for (track_id, save_count) in windowed_save_counts:
        tracks_map[track_id]["windowed_save_count"] = save_count
    for (track_id, karma) in karma_scores:
        tracks_map[track_id]["karma"] = karma

    return list(tracks_map.values())
コード例 #7
0
def notifications():
    """
    Fetches the notifications events that occurred between the given block numbers

    URL Params:
        min_block_number: (int) The start block number for querying for notifications
        max_block_number?: (int) The end block number for querying for notifications
        track_id?: (Array<int>) Array of track id for fetching the track's owner id
            and adding the track id to owner user id mapping to the `owners` response field
            NOTE: this is added for notification for listen counts

    Response - Json object w/ the following fields
        notifications: Array of notifications of shape:
            type: 'Follow' | 'Favorite' | 'Repost' | 'Create' | 'RemixCreate' | 'RemixCosign' | 'PlaylistUpdate'
            blocknumber: (int) blocknumber of notification
            timestamp: (string) timestamp of notification
            initiator: (int) the user id that caused this notification
            metadata?: (any) additional information about the notification
                entity_id?: (int) the id of the target entity (ie. playlist id of a playlist that is reposted)
                entity_type?: (string) the type of the target entity
                entity_owner_id?: (int) the id of the target entity's owner (if applicable)
                playlist_update_timestamp?: (string) timestamp of last update of a given playlist
                playlist_update_users?: (array<int>) user ids which favorited a given playlist

        info: Dictionary of metadata w/ min_block_number & max_block_number fields

        milestones: Dictionary mapping of follows/reposts/favorites (processed within the blocks params)
            Root fields:
                follower_counts: Contains a dictionary of user id => follower count (up to the max_block_number)
                repost_counts: Contains a dictionary tracks/albums/playlists of id to repost count
                favorite_counts: Contains a dictionary tracks/albums/playlists of id to favorite count

        owners: Dictionary containing the mapping for track id / playlist id / album -> owner user id
            The root keys are 'tracks', 'playlists', 'albums' and each contains the id to owner id mapping
    """

    db = get_db_read_replica()
    min_block_number = request.args.get("min_block_number", type=int)
    max_block_number = request.args.get("max_block_number", type=int)

    track_ids_to_owner = []
    try:
        track_ids_str_list = request.args.getlist("track_id")
        track_ids_to_owner = [int(y) for y in track_ids_str_list]
    except Exception as e:
        logger.error(f"Failed to retrieve track list {e}")

    # Max block number is not explicitly required (yet)
    if not min_block_number and min_block_number != 0:
        return api_helpers.error_response({"msg": "Missing min block number"}, 400)

    if not max_block_number:
        max_block_number = min_block_number + max_block_diff
    elif (max_block_number - min_block_number) > max_block_diff:
        max_block_number = min_block_number + max_block_diff

    with db.scoped_session() as session:
        current_block_query = session.query(Block).filter_by(is_current=True)
        current_block_query_results = current_block_query.all()
        current_block = current_block_query_results[0]
        current_max_block_num = current_block.number
        if current_max_block_num < max_block_number:
            max_block_number = current_max_block_num

    notification_metadata = {
        "min_block_number": min_block_number,
        "max_block_number": max_block_number,
    }

    # Retrieve milestones statistics
    milestone_info = {}

    # Cache owner info for network entities and pass in w/results
    owner_info = {const.tracks: {}, const.albums: {}, const.playlists: {}}

    start_time = datetime.now()
    logger.info(f"notifications.py | start_time ${start_time}")

    # List of notifications generated from current protocol state
    notifications_unsorted = []
    with db.scoped_session() as session:
        #
        # Query relevant follow information
        #
        follow_query = session.query(Follow)

        # Impose min block number restriction
        follow_query = follow_query.filter(
            Follow.is_current == True,
            Follow.is_delete == False,
            Follow.blocknumber > min_block_number,
            Follow.blocknumber <= max_block_number,
        )

        follow_results = follow_query.all()
        # Used to retrieve follower counts for this window
        followed_users = []
        # Represents all follow notifications
        follow_notifications = []
        for entry in follow_results:
            follow_notif = {
                const.notification_type: const.notification_type_follow,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.follower_user_id,
                const.notification_metadata: {
                    const.notification_follower_id: entry.follower_user_id,
                    const.notification_followee_id: entry.followee_user_id,
                },
            }
            follow_notifications.append(follow_notif)
            # Add every user who gained a new follower
            followed_users.append(entry.followee_user_id)

        # Query count for any user w/new followers
        follower_counts = get_follower_count_dict(
            session, followed_users, max_block_number
        )
        milestone_info["follower_counts"] = follower_counts

        notifications_unsorted.extend(follow_notifications)

        logger.info(f"notifications.py | followers at {datetime.now() - start_time}")

        #
        # Query relevant favorite information
        #
        favorites_query = session.query(Save)
        favorites_query = favorites_query.filter(
            Save.is_current == True,
            Save.is_delete == False,
            Save.blocknumber > min_block_number,
            Save.blocknumber <= max_block_number,
        )
        favorite_results = favorites_query.all()

        # ID lists to query count aggregates
        favorited_track_ids = []
        favorited_album_ids = []
        favorited_playlist_ids = []

        # List of favorite notifications
        favorite_notifications = []
        favorite_remix_tracks = []

        for entry in favorite_results:
            favorite_notif = {
                const.notification_type: const.notification_type_favorite,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.user_id,
            }
            save_type = entry.save_type
            save_item_id = entry.save_item_id
            metadata = {
                const.notification_entity_type: save_type,
                const.notification_entity_id: save_item_id,
            }

            # NOTE if deleted, the favorite can still exist
            # TODO: Can we aggregate all owner queries and perform at once...?
            if save_type == SaveType.track:
                owner_id = get_owner_id(session, "track", save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_track_ids.append(save_item_id)
                owner_info[const.tracks][save_item_id] = owner_id

                favorite_remix_tracks.append(
                    {
                        const.notification_blocknumber: entry.blocknumber,
                        const.notification_timestamp: entry.created_at,
                        "user_id": entry.user_id,
                        "item_owner_id": owner_id,
                        "item_id": save_item_id,
                    }
                )

            elif save_type == SaveType.album:
                owner_id = get_owner_id(session, "album", save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_album_ids.append(save_item_id)
                owner_info[const.albums][save_item_id] = owner_id

            elif save_type == SaveType.playlist:
                owner_id = get_owner_id(session, "playlist", save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_playlist_ids.append(save_item_id)
                owner_info[const.playlists][save_item_id] = owner_id

            favorite_notif[const.notification_metadata] = metadata
            favorite_notifications.append(favorite_notif)
        notifications_unsorted.extend(favorite_notifications)

        track_favorite_dict = {}
        album_favorite_dict = {}
        playlist_favorite_dict = {}

        if favorited_track_ids:
            track_favorite_counts = get_save_counts(
                session,
                False,
                False,
                favorited_track_ids,
                [SaveType.track],
                max_block_number,
            )
            track_favorite_dict = dict(track_favorite_counts)

            favorite_remix_notifications = get_cosign_remix_notifications(
                session, max_block_number, favorite_remix_tracks
            )
            notifications_unsorted.extend(favorite_remix_notifications)

        if favorited_album_ids:
            album_favorite_counts = get_save_counts(
                session,
                False,
                False,
                favorited_album_ids,
                [SaveType.album],
                max_block_number,
            )
            album_favorite_dict = dict(album_favorite_counts)

        if favorited_playlist_ids:
            playlist_favorite_counts = get_save_counts(
                session,
                False,
                False,
                favorited_playlist_ids,
                [SaveType.playlist],
                max_block_number,
            )
            playlist_favorite_dict = dict(playlist_favorite_counts)

        milestone_info[const.notification_favorite_counts] = {}
        milestone_info[const.notification_favorite_counts][
            const.tracks
        ] = track_favorite_dict
        milestone_info[const.notification_favorite_counts][
            const.albums
        ] = album_favorite_dict
        milestone_info[const.notification_favorite_counts][
            const.playlists
        ] = playlist_favorite_dict

        logger.info(f"notifications.py | favorites at {datetime.now() - start_time}")

        #
        # Query relevant tier change information
        #
        balance_change_query = session.query(UserBalanceChange)

        # Impose min block number restriction
        balance_change_query = balance_change_query.filter(
            UserBalanceChange.blocknumber > min_block_number,
            UserBalanceChange.blocknumber <= max_block_number,
        )

        balance_change_results = balance_change_query.all()
        tier_change_notifications = []

        for entry in balance_change_results:
            prev = int(entry.previous_balance)
            current = int(entry.current_balance)
            # Check for a tier change and add to tier_change_notification
            tier = None
            if prev < 100000 <= current:
                tier = "platinum"
            elif prev < 10000 <= current:
                tier = "gold"
            elif prev < 100 <= current:
                tier = "silver"
            elif prev < 10 <= current:
                tier = "bronze"

            if tier is not None:
                tier_change_notif = {
                    const.notification_type: const.notification_type_tier_change,
                    const.notification_blocknumber: entry.blocknumber,
                    const.notification_timestamp: datetime.now(),
                    const.notification_initiator: entry.user_id,
                    const.notification_metadata: {
                        const.notification_tier: tier,
                    },
                }
                tier_change_notifications.append(tier_change_notif)

        notifications_unsorted.extend(tier_change_notifications)

        logger.info(
            f"notifications.py | balance change at {datetime.now() - start_time}"
        )

        #
        # Query relevant repost information
        #
        repost_query = session.query(Repost)
        repost_query = repost_query.filter(
            Repost.is_current == True,
            Repost.is_delete == False,
            Repost.blocknumber > min_block_number,
            Repost.blocknumber <= max_block_number,
        )
        repost_results = repost_query.all()

        # ID lists to query counts
        reposted_track_ids = []
        reposted_album_ids = []
        reposted_playlist_ids = []

        # List of repost notifications
        repost_notifications = []

        # List of repost notifications
        repost_remix_notifications = []
        repost_remix_tracks = []

        for entry in repost_results:
            repost_notif = {
                const.notification_type: const.notification_type_repost,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.user_id,
            }
            repost_type = entry.repost_type
            repost_item_id = entry.repost_item_id
            metadata = {
                const.notification_entity_type: repost_type,
                const.notification_entity_id: repost_item_id,
            }
            if repost_type == RepostType.track:
                owner_id = get_owner_id(session, "track", repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_track_ids.append(repost_item_id)
                owner_info[const.tracks][repost_item_id] = owner_id
                repost_remix_tracks.append(
                    {
                        const.notification_blocknumber: entry.blocknumber,
                        const.notification_timestamp: entry.created_at,
                        "user_id": entry.user_id,
                        "item_owner_id": owner_id,
                        "item_id": repost_item_id,
                    }
                )

            elif repost_type == RepostType.album:
                owner_id = get_owner_id(session, "album", repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_album_ids.append(repost_item_id)
                owner_info[const.albums][repost_item_id] = owner_id

            elif repost_type == RepostType.playlist:
                owner_id = get_owner_id(session, "playlist", repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_playlist_ids.append(repost_item_id)
                owner_info[const.playlists][repost_item_id] = owner_id

            repost_notif[const.notification_metadata] = metadata
            repost_notifications.append(repost_notif)

        # Append repost notifications
        notifications_unsorted.extend(repost_notifications)

        track_repost_count_dict = {}
        album_repost_count_dict = {}
        playlist_repost_count_dict = {}

        # Aggregate repost counts for relevant fields
        # Used to notify users of entity-specific milestones
        if reposted_track_ids:
            track_repost_counts = get_repost_counts(
                session,
                False,
                False,
                reposted_track_ids,
                [RepostType.track],
                max_block_number,
            )
            track_repost_count_dict = dict(track_repost_counts)

            repost_remix_notifications = get_cosign_remix_notifications(
                session, max_block_number, repost_remix_tracks
            )
            notifications_unsorted.extend(repost_remix_notifications)

        if reposted_album_ids:
            album_repost_counts = get_repost_counts(
                session,
                False,
                False,
                reposted_album_ids,
                [RepostType.album],
                max_block_number,
            )
            album_repost_count_dict = dict(album_repost_counts)

        if reposted_playlist_ids:
            playlist_repost_counts = get_repost_counts(
                session,
                False,
                False,
                reposted_playlist_ids,
                [RepostType.playlist],
                max_block_number,
            )
            playlist_repost_count_dict = dict(playlist_repost_counts)

        milestone_info[const.notification_repost_counts] = {}
        milestone_info[const.notification_repost_counts][
            const.tracks
        ] = track_repost_count_dict
        milestone_info[const.notification_repost_counts][
            const.albums
        ] = album_repost_count_dict
        milestone_info[const.notification_repost_counts][
            const.playlists
        ] = playlist_repost_count_dict

        # Query relevant created entity notification - tracks/albums/playlists
        created_notifications = []

        logger.info(f"notifications.py | reposts at {datetime.now() - start_time}")

        #
        # Query relevant created tracks for remix information
        #
        remix_created_notifications = []

        # Aggregate track notifs
        tracks_query = session.query(Track)
        # TODO: Is it valid to use Track.is_current here? Might not be the right info...
        tracks_query = tracks_query.filter(
            Track.is_unlisted == False,
            Track.is_delete == False,
            Track.stem_of == None,
            Track.blocknumber > min_block_number,
            Track.blocknumber <= max_block_number,
        )
        tracks_query = tracks_query.filter(Track.created_at == Track.updated_at)
        track_results = tracks_query.all()
        for entry in track_results:
            track_notif = {
                const.notification_type: const.notification_type_create,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.owner_id,
                # TODO: is entity owner id necessary for tracks?
                const.notification_metadata: {
                    const.notification_entity_type: "track",
                    const.notification_entity_id: entry.track_id,
                    const.notification_entity_owner_id: entry.owner_id,
                },
            }
            created_notifications.append(track_notif)

            if entry.remix_of:
                # Add notification to remix track owner
                parent_remix_tracks = [
                    t["parent_track_id"] for t in entry.remix_of["tracks"]
                ]
                remix_track_parents = (
                    session.query(Track.owner_id, Track.track_id)
                    .filter(
                        Track.track_id.in_(parent_remix_tracks),
                        Track.is_unlisted == False,
                        Track.is_delete == False,
                        Track.is_current == True,
                    )
                    .all()
                )
                for remix_track_parent in remix_track_parents:
                    [
                        remix_track_parent_owner,
                        remix_track_parent_id,
                    ] = remix_track_parent
                    remix_notif = {
                        const.notification_type: const.notification_type_remix_create,
                        const.notification_blocknumber: entry.blocknumber,
                        const.notification_timestamp: entry.created_at,
                        const.notification_initiator: entry.owner_id,
                        # TODO: is entity owner id necessary for tracks?
                        const.notification_metadata: {
                            const.notification_entity_type: "track",
                            const.notification_entity_id: entry.track_id,
                            const.notification_entity_owner_id: entry.owner_id,
                            const.notification_remix_parent_track_user_id: remix_track_parent_owner,
                            const.notification_remix_parent_track_id: remix_track_parent_id,
                        },
                    }
                    remix_created_notifications.append(remix_notif)

        logger.info(f"notifications.py | remixes at {datetime.now() - start_time}")

        # Handle track update notifications
        # TODO: Consider switching blocknumber for updated at?
        updated_tracks_query = session.query(Track)
        updated_tracks_query = updated_tracks_query.filter(
            Track.is_unlisted == False,
            Track.stem_of == None,
            Track.created_at != Track.updated_at,
            Track.blocknumber > min_block_number,
            Track.blocknumber <= max_block_number,
        )
        updated_tracks = updated_tracks_query.all()

        prev_tracks = get_prev_track_entries(session, updated_tracks)

        for prev_entry in prev_tracks:
            entry = next(t for t in updated_tracks if t.track_id == prev_entry.track_id)
            logger.info(
                f"notifications.py | single track update {entry.track_id} {entry.blocknumber} {datetime.now() - start_time}"
            )

            # Tracks that were unlisted and turned to public
            if prev_entry.is_unlisted == True:
                logger.info(
                    f"notifications.py | single track update to public {datetime.now() - start_time}"
                )
                track_notif = {
                    const.notification_type: const.notification_type_create,
                    const.notification_blocknumber: entry.blocknumber,
                    const.notification_timestamp: entry.created_at,
                    const.notification_initiator: entry.owner_id,
                    # TODO: is entity owner id necessary for tracks?
                    const.notification_metadata: {
                        const.notification_entity_type: "track",
                        const.notification_entity_id: entry.track_id,
                        const.notification_entity_owner_id: entry.owner_id,
                    },
                }
                created_notifications.append(track_notif)

            # Tracks that were not remixes and turned into remixes
            if not prev_entry.remix_of and entry.remix_of:
                # Add notification to remix track owner
                parent_remix_tracks = [
                    t["parent_track_id"] for t in entry.remix_of["tracks"]
                ]
                remix_track_parents = (
                    session.query(Track.owner_id, Track.track_id)
                    .filter(
                        Track.track_id.in_(parent_remix_tracks),
                        Track.is_unlisted == False,
                        Track.is_delete == False,
                        Track.is_current == True,
                    )
                    .all()
                )
                logger.info(
                    f"notifications.py | single track update parents {remix_track_parents} {datetime.now() - start_time}"
                )
                for remix_track_parent in remix_track_parents:
                    [
                        remix_track_parent_owner,
                        remix_track_parent_id,
                    ] = remix_track_parent
                    remix_notif = {
                        const.notification_type: const.notification_type_remix_create,
                        const.notification_blocknumber: entry.blocknumber,
                        const.notification_timestamp: entry.created_at,
                        const.notification_initiator: entry.owner_id,
                        # TODO: is entity owner id necessary for tracks?
                        const.notification_metadata: {
                            const.notification_entity_type: "track",
                            const.notification_entity_id: entry.track_id,
                            const.notification_entity_owner_id: entry.owner_id,
                            const.notification_remix_parent_track_user_id: remix_track_parent_owner,
                            const.notification_remix_parent_track_id: remix_track_parent_id,
                        },
                    }
                    remix_created_notifications.append(remix_notif)

        notifications_unsorted.extend(remix_created_notifications)

        logger.info(
            f"notifications.py | track updates at {datetime.now() - start_time}"
        )

        # Aggregate playlist/album notifs
        collection_query = session.query(Playlist)
        # TODO: Is it valid to use is_current here? Might not be the right info...
        collection_query = collection_query.filter(
            Playlist.is_delete == False,
            Playlist.is_private == False,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number,
        )
        collection_query = collection_query.filter(
            Playlist.created_at == Playlist.updated_at
        )
        collection_results = collection_query.all()

        for entry in collection_results:
            collection_notif = {
                const.notification_type: const.notification_type_create,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.playlist_owner_id,
            }
            metadata = {
                const.notification_entity_id: entry.playlist_id,
                const.notification_entity_owner_id: entry.playlist_owner_id,
                const.notification_collection_content: entry.playlist_contents,
            }

            if entry.is_album:
                metadata[const.notification_entity_type] = "album"
            else:
                metadata[const.notification_entity_type] = "playlist"
            collection_notif[const.notification_metadata] = metadata
            created_notifications.append(collection_notif)

        # Playlists that were private and turned to public aka 'published'
        # TODO: Consider switching blocknumber for updated at?
        publish_playlists_query = session.query(Playlist)
        publish_playlists_query = publish_playlists_query.filter(
            Playlist.is_private == False,
            Playlist.created_at != Playlist.updated_at,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number,
        )
        publish_playlist_results = publish_playlists_query.all()
        for entry in publish_playlist_results:
            prev_entry_query = (
                session.query(Playlist)
                .filter(
                    Playlist.playlist_id == entry.playlist_id,
                    Playlist.blocknumber < entry.blocknumber,
                )
                .order_by(desc(Playlist.blocknumber))
            )
            # Previous private entry indicates transition to public, triggering a notification
            prev_entry = prev_entry_query.first()
            if prev_entry.is_private == True:
                publish_playlist_notif = {
                    const.notification_type: const.notification_type_create,
                    const.notification_blocknumber: entry.blocknumber,
                    const.notification_timestamp: entry.created_at,
                    const.notification_initiator: entry.playlist_owner_id,
                }
                metadata = {
                    const.notification_entity_id: entry.playlist_id,
                    const.notification_entity_owner_id: entry.playlist_owner_id,
                    const.notification_collection_content: entry.playlist_contents,
                    const.notification_entity_type: "playlist",
                }
                publish_playlist_notif[const.notification_metadata] = metadata
                created_notifications.append(publish_playlist_notif)

        notifications_unsorted.extend(created_notifications)

        logger.info(f"notifications.py | playlists at {datetime.now() - start_time}")

        # Get additional owner info as requested for listen counts
        tracks_owner_query = session.query(Track).filter(
            Track.is_current == True, Track.track_id.in_(track_ids_to_owner)
        )
        track_owner_results = tracks_owner_query.all()
        for entry in track_owner_results:
            owner = entry.owner_id
            track_id = entry.track_id
            owner_info[const.tracks][track_id] = owner

        logger.info(
            f"notifications.py | owner info at {datetime.now() - start_time}, owners {len(track_owner_results)}"
        )

        # Get playlist updates
        today = date.today()
        thirty_days_ago = today - timedelta(days=30)
        thirty_days_ago_time = datetime(
            thirty_days_ago.year, thirty_days_ago.month, thirty_days_ago.day, 0, 0, 0
        )
        playlist_update_query = session.query(Playlist)
        playlist_update_query = playlist_update_query.filter(
            Playlist.is_current == True,
            Playlist.is_delete == False,
            Playlist.last_added_to >= thirty_days_ago_time,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number,
        )

        playlist_update_results = playlist_update_query.all()

        logger.info(
            f"notifications.py | get playlist updates at {datetime.now() - start_time}, playlist updates {len(playlist_update_results)}"
        )

        # Represents all playlist update notifications
        playlist_update_notifications = []
        playlist_update_notifs_by_playlist_id = {}
        for entry in playlist_update_results:
            playlist_update_notifs_by_playlist_id[entry.playlist_id] = {
                const.notification_type: const.notification_type_playlist_update,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.playlist_owner_id,
                const.notification_metadata: {
                    const.notification_entity_id: entry.playlist_id,
                    const.notification_entity_type: "playlist",
                    const.notification_playlist_update_timestamp: entry.last_added_to,
                },
            }

        # get all favorited playlists
        # playlists may have been favorited outside the blocknumber bounds
        # e.g. before the min_block_number
        playlist_favorites_query = session.query(Save)
        playlist_favorites_query = playlist_favorites_query.filter(
            Save.is_current == True,
            Save.is_delete == False,
            Save.save_type == SaveType.playlist,
            Save.save_item_id.in_(playlist_update_notifs_by_playlist_id.keys()),
        )
        playlist_favorites_results = playlist_favorites_query.all()

        logger.info(
            f"notifications.py | get playlist favorites {datetime.now() - start_time}, playlist favorites {len(playlist_favorites_results)}"
        )

        # dictionary of playlist id => users that favorited said playlist
        # e.g. { playlist1: [user1, user2, ...], ... }
        # we need this dictionary to know which users need to be notified of a playlist update
        users_that_favorited_playlists_dict = {}
        for result in playlist_favorites_results:
            if result.save_item_id in users_that_favorited_playlists_dict:
                users_that_favorited_playlists_dict[result.save_item_id].append(
                    result.user_id
                )
            else:
                users_that_favorited_playlists_dict[result.save_item_id] = [
                    result.user_id
                ]

        logger.info(
            f"notifications.py | computed users that favorited dict {datetime.now() - start_time}"
        )

        for playlist_id in users_that_favorited_playlists_dict:
            # TODO: We probably do not need this check because we are filtering
            # playlist_favorites_query to only matching ids
            if playlist_id not in playlist_update_notifs_by_playlist_id:
                continue
            playlist_update_notif = playlist_update_notifs_by_playlist_id[playlist_id]
            playlist_update_notif[const.notification_metadata].update(
                {
                    const.notification_playlist_update_users: users_that_favorited_playlists_dict[
                        playlist_id
                    ]
                }
            )
            playlist_update_notifications.append(playlist_update_notif)

        notifications_unsorted.extend(playlist_update_notifications)

        logger.info(
            f"notifications.py | all playlist updates at {datetime.now() - start_time}"
        )

    # Final sort - TODO: can we sort by timestamp?
    sorted_notifications = sorted(
        notifications_unsorted,
        key=lambda i: i[const.notification_blocknumber],
        reverse=False,
    )

    logger.info(
        f"notifications.py | sorted notifications {datetime.now() - start_time}"
    )

    return api_helpers.success_response(
        {
            "notifications": sorted_notifications,
            "info": notification_metadata,
            "milestones": milestone_info,
            "owners": owner_info,
        }
    )
コード例 #8
0
def notifications():
    db = get_db_read_replica()
    min_block_number = request.args.get("min_block_number", type=int)
    max_block_number = request.args.get("max_block_number", type=int)

    track_ids_to_owner = []
    try:
        track_ids_str_list = request.args.getlist("track_id")
        track_ids_to_owner = [int(y) for y in track_ids_str_list]
    except Exception as e:
        logger.error(f'Failed to retrieve track list {e}')

    # Max block number is not explicitly required (yet)
    if not min_block_number and min_block_number != 0:
        return api_helpers.error_response({'msg': 'Missing min block number'},
                                          500)

    if not max_block_number:
        max_block_number = min_block_number + max_block_diff
    elif (max_block_number - min_block_number) > max_block_diff:
        max_block_number = (min_block_number + max_block_diff)

    with db.scoped_session() as session:
        current_block_query = session.query(Block).filter_by(is_current=True)
        current_block_query_results = current_block_query.all()
        current_block = current_block_query_results[0]
        current_max_block_num = current_block.number
        if current_max_block_num < max_block_number:
            max_block_number = current_max_block_num

    notification_metadata = {
        'min_block_number': min_block_number,
        'max_block_number': max_block_number
    }

    # Retrieve milestones statistics
    milestone_info = {}

    # Cache owner info for network entities and pass in w/results
    owner_info = {const.tracks: {}, const.albums: {}, const.playlists: {}}

    # List of notifications generated from current protocol state
    notifications_unsorted = []
    with db.scoped_session() as session:
        # Query relevant follow information
        follow_query = session.query(Follow)

        # Impose min block number restriction
        follow_query = follow_query.filter(
            Follow.is_current == True, Follow.is_delete == False,
            Follow.blocknumber > min_block_number,
            Follow.blocknumber <= max_block_number)

        follow_results = follow_query.all()
        # Used to retrieve follower counts for this window
        followed_users = []
        # Represents all follow notifications
        follow_notifications = []
        for entry in follow_results:
            follow_notif = {
                const.notification_type: \
                        const.notification_type_follow,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.follower_user_id,
                const.notification_metadata: {
                    const.notification_follower_id: entry.follower_user_id,
                    const.notification_followee_id: entry.followee_user_id
                }
            }
            follow_notifications.append(follow_notif)
            # Add every user who gained a new follower
            followed_users.append(entry.followee_user_id)

        # Query count for any user w/new followers
        follower_counts = get_follower_count_dict(session, followed_users,
                                                  max_block_number)
        milestone_info['follower_counts'] = follower_counts

        notifications_unsorted.extend(follow_notifications)

        # Query relevant favorite information
        favorites_query = session.query(Save)
        favorites_query = favorites_query.filter(
            Save.is_current == True, Save.is_delete == False,
            Save.blocknumber > min_block_number,
            Save.blocknumber <= max_block_number)
        favorite_results = favorites_query.all()

        # ID lists to query count aggregates
        favorited_track_ids = []
        favorited_album_ids = []
        favorited_playlist_ids = []

        # List of favorite notifications
        favorite_notifications = []

        for entry in favorite_results:
            favorite_notif = {
                const.notification_type: \
                        const.notification_type_favorite,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.user_id
            }
            save_type = entry.save_type
            save_item_id = entry.save_item_id
            metadata = {
                const.notification_entity_type: save_type,
                const.notification_entity_id: save_item_id
            }

            # NOTE if deleted, the favorite can still exist
            # TODO: Can we aggregate all owner queries and perform at once...?
            if save_type == SaveType.track:
                owner_id = get_owner_id(session, 'track', save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_track_ids.append(save_item_id)
                owner_info[const.tracks][save_item_id] = owner_id

            elif save_type == SaveType.album:
                owner_id = get_owner_id(session, 'album', save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_album_ids.append(save_item_id)
                owner_info[const.albums][save_item_id] = owner_id

            elif save_type == SaveType.playlist:
                owner_id = get_owner_id(session, 'playlist', save_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                favorited_playlist_ids.append(save_item_id)
                owner_info[const.playlists][save_item_id] = owner_id

            favorite_notif[const.notification_metadata] = metadata
            favorite_notifications.append(favorite_notif)
        notifications_unsorted.extend(favorite_notifications)

        track_favorite_dict = {}
        album_favorite_dict = {}
        playlist_favorite_dict = {}

        if favorited_track_ids:
            track_favorite_counts = \
                    get_save_counts(session, False, False, favorited_track_ids, [SaveType.track], max_block_number)
            track_favorite_dict = \
                    {track_id: fave_count for (track_id, fave_count) in track_favorite_counts}

        if favorited_album_ids:
            album_favorite_counts = \
                    get_save_counts(session, False, False, favorited_album_ids, [SaveType.album], max_block_number)
            album_favorite_dict = \
                    {album_id: fave_count for (album_id, fave_count) in album_favorite_counts}

        if favorited_playlist_ids:
            playlist_favorite_counts = \
                    get_save_counts(session, False, False, favorited_playlist_ids, [SaveType.playlist], max_block_number)
            playlist_favorite_dict = \
                    {playlist_id: fave_count for (playlist_id, fave_count) in playlist_favorite_counts}

        milestone_info[const.notification_favorite_counts] = {}
        milestone_info[const.notification_favorite_counts][
            const.tracks] = track_favorite_dict
        milestone_info[const.notification_favorite_counts][
            const.albums] = album_favorite_dict
        milestone_info[const.notification_favorite_counts][
            const.playlists] = playlist_favorite_dict

        #
        # Query relevant repost information
        #
        repost_query = session.query(Repost)
        repost_query = repost_query.filter(
            Repost.is_current == True, Repost.is_delete == False,
            Repost.blocknumber > min_block_number,
            Repost.blocknumber <= max_block_number)
        repost_results = repost_query.all()

        # ID lists to query counts
        reposted_track_ids = []
        reposted_album_ids = []
        reposted_playlist_ids = []

        # List of repost notifications
        repost_notifications = []

        for entry in repost_results:
            repost_notif = {
                const.notification_type: \
                        const.notification_type_repost,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.user_id
            }
            repost_type = entry.repost_type
            repost_item_id = entry.repost_item_id
            metadata = {
                const.notification_entity_type: repost_type,
                const.notification_entity_id: repost_item_id
            }
            if repost_type == RepostType.track:
                owner_id = get_owner_id(session, 'track', repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_track_ids.append(repost_item_id)
                owner_info[const.tracks][repost_item_id] = owner_id

            elif repost_type == RepostType.album:
                owner_id = get_owner_id(session, 'album', repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_album_ids.append(repost_item_id)
                owner_info[const.albums][repost_item_id] = owner_id

            elif repost_type == RepostType.playlist:
                owner_id = get_owner_id(session, 'playlist', repost_item_id)
                if not owner_id:
                    continue
                metadata[const.notification_entity_owner_id] = owner_id
                reposted_playlist_ids.append(repost_item_id)
                owner_info[const.playlists][repost_item_id] = owner_id

            repost_notif[const.notification_metadata] = metadata
            repost_notifications.append(repost_notif)

        # Append repost notifications
        notifications_unsorted.extend(repost_notifications)

        track_repost_count_dict = {}
        album_repost_count_dict = {}
        playlist_repost_count_dict = {}

        # Aggregate repost counts for relevant fields
        # Used to notify users of entity-specific milestones
        if reposted_track_ids:
            track_repost_counts = \
                    get_repost_counts(
                        session,
                        False,
                        False,
                        reposted_track_ids,
                        [RepostType.track],
                        max_block_number)
            track_repost_count_dict = \
                    {track_id: repost_count \
                    for (track_id, repost_count) in track_repost_counts}

        if reposted_album_ids:
            album_repost_counts = \
                    get_repost_counts(
                        session,
                        False,
                        False,
                        reposted_album_ids,
                        [RepostType.album],
                        max_block_number)
            album_repost_count_dict = \
                    {album_id: repost_count \
                    for (album_id, repost_count) in album_repost_counts}

        if reposted_playlist_ids:
            playlist_repost_counts = \
                    get_repost_counts(
                        session,
                        False,
                        False,
                        reposted_playlist_ids,
                        [RepostType.playlist],
                        max_block_number)
            playlist_repost_count_dict = \
                    {playlist_id: repost_count \
                    for (playlist_id, repost_count) in playlist_repost_counts}

        milestone_info[const.notification_repost_counts] = {}
        milestone_info[const.notification_repost_counts][
            const.tracks] = track_repost_count_dict
        milestone_info[const.notification_repost_counts][
            const.albums] = album_repost_count_dict
        milestone_info[const.notification_repost_counts][
            const.playlists] = playlist_repost_count_dict

        # Query relevant created entity notification - tracks/albums/playlists
        created_notifications = []
        # Aggregate track notifs
        tracks_query = session.query(Track)
        # TODO: Is it valid to use Track.is_current here? Might not be the right info...
        tracks_query = tracks_query.filter(
            Track.is_unlisted == False, Track.is_delete == False,
            Track.blocknumber > min_block_number,
            Track.blocknumber <= max_block_number)
        tracks_query = tracks_query.filter(
            Track.created_at == Track.updated_at)
        track_results = tracks_query.all()
        for entry in track_results:
            track_notif = {
                const.notification_type: \
                        const.notification_type_create,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.owner_id,
                # TODO: is entity owner id necessary for tracks?
                const.notification_metadata: {
                    const.notification_entity_type: 'track',
                    const.notification_entity_id: entry.track_id,
                    const.notification_entity_owner_id: entry.owner_id
                }
            }
            created_notifications.append(track_notif)

        # Aggregate playlist/album notifs
        collection_query = session.query(Playlist)
        # TODO: Is it valid to use is_current here? Might not be the right info...
        collection_query = collection_query.filter(
            Playlist.is_delete == False, Playlist.is_private == False,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number)
        collection_query = collection_query.filter(
            Playlist.created_at == Playlist.updated_at)
        collection_results = collection_query.all()

        for entry in collection_results:
            collection_notif = {
                const.notification_type: \
                        const.notification_type_create,
                const.notification_blocknumber: entry.blocknumber,
                const.notification_timestamp: entry.created_at,
                const.notification_initiator: entry.playlist_owner_id
            }
            metadata = {
                const.notification_entity_id: entry.playlist_id,
                const.notification_entity_owner_id: entry.playlist_owner_id,
                const.notification_collection_content: entry.playlist_contents
            }

            if entry.is_album:
                metadata[const.notification_entity_type] = 'album'
            else:
                metadata[const.notification_entity_type] = 'playlist'
            collection_notif[const.notification_metadata] = metadata
            created_notifications.append(collection_notif)

        # Playlists that were private and turned to public aka 'published'
        # TODO: Consider switching blocknumber for updated at?
        publish_playlists_query = session.query(Playlist)
        publish_playlists_query = publish_playlists_query.filter(
            Playlist.is_private == False,
            Playlist.created_at != Playlist.updated_at,
            Playlist.blocknumber > min_block_number,
            Playlist.blocknumber <= max_block_number)
        publish_playlist_results = publish_playlists_query.all()
        for entry in publish_playlist_results:
            prev_entry_query = (session.query(Playlist).filter(
                Playlist.playlist_id == entry.playlist_id,
                Playlist.blocknumber < entry.blocknumber).order_by(
                    desc(Playlist.blocknumber)))
            # Previous private entry indicates transition to public, triggering a notification
            prev_entry = prev_entry_query.first()
            if prev_entry.is_private == True:
                publish_playlist_notif = {
                    const.notification_type: \
                            const.notification_type_create,
                    const.notification_blocknumber: entry.blocknumber,
                    const.notification_timestamp: entry.created_at,
                    const.notification_initiator: entry.playlist_owner_id
                }
                metadata = {
                    const.notification_entity_id: entry.playlist_id,
                    const.notification_entity_owner_id:
                    entry.playlist_owner_id,
                    const.notification_collection_content:
                    entry.playlist_contents,
                    const.notification_entity_type: 'playlist'
                }
                publish_playlist_notif[const.notification_metadata] = metadata
                created_notifications.append(publish_playlist_notif)

        notifications_unsorted.extend(created_notifications)

        # Get additional owner info as requested for listen counts
        tracks_owner_query = (session.query(Track).filter(
            Track.is_current == True, Track.track_id.in_(track_ids_to_owner)))
        track_owner_results = tracks_owner_query.all()
        for entry in track_owner_results:
            owner = entry.owner_id
            track_id = entry.track_id
            owner_info[const.tracks][track_id] = owner

    # Final sort - TODO: can we sort by timestamp?
    sorted_notifications = \
            sorted(notifications_unsorted, key=lambda i: i[const.notification_blocknumber], reverse=False)

    return api_helpers.success_response({
        'notifications': sorted_notifications,
        'info': notification_metadata,
        'milestones': milestone_info,
        'owners': owner_info
    })
コード例 #9
0
ファイル: trending.py プロジェクト: teppi210/audius-protocol
def trending(time):
    identity_url = shared_config['discprov']['identity_service_url']
    identity_trending_endpoint = urljoin(identity_url,
                                         f"/tracks/trending/{time}")

    (limit, offset) = get_pagination_vars()
    queryparams = {}
    queryparams["limit"] = limit
    queryparams["offset"] = offset

    resp = None
    try:
        resp = requests.get(identity_trending_endpoint, params=queryparams)
    except Exception as e:
        logger.error(
            f'Error retrieving trending info - {identity_trending_endpoint}, {queryparams}'
        )
        raise e

    json_resp = resp.json()
    if "error" in json_resp:
        return api_helpers.error_response(json_resp["error"], 500)

    listen_counts = json_resp["listenCounts"]
    # Convert trackId to snakeCase
    for track_entry in listen_counts:
        track_entry[response_name_constants.track_id] = track_entry['trackId']
        del track_entry['trackId']

    track_ids = [
        track[response_name_constants.track_id] for track in listen_counts
    ]

    db = get_db()
    with db.scoped_session() as session:
        # Filter tracks to not-deleted ones so trending order is preserved
        not_deleted_track_ids = (session.query(Track.track_id).filter(
            Track.track_id.in_(track_ids), Track.is_current == True,
            Track.is_delete == False).all())
        not_deleted_track_ids = set(
            [record[0] for record in not_deleted_track_ids])

        # Query repost counts
        repost_counts = get_repost_counts(session, False, True,
                                          not_deleted_track_ids, None)
        track_repost_counts = {
            repost_item_id: repost_count
            for (repost_item_id, repost_count, repost_type) in repost_counts
            if repost_type == RepostType.track
        }

        # Query follower info for each track owner
        # Query each track owner
        track_owners_query = (session.query(
            Track.track_id, Track.owner_id).filter(
                Track.is_current == True,
                Track.track_id.in_(not_deleted_track_ids)).all())

        # Generate track_id <-> owner_id mapping
        track_owner_dict = {
            track_id: owner_id
            for (track_id, owner_id) in track_owners_query
        }
        # Generate list of owner ids
        track_owner_list = [
            owner_id for (track_id, owner_id) in track_owners_query
        ]

        # build dict of owner_id --> follower_count
        follower_counts = (session.query(
            Follow.followee_user_id,
            func.count(Follow.followee_user_id)).filter(
                Follow.is_current == True, Follow.is_delete == False,
                Follow.followee_user_id.in_(track_owner_list)).group_by(
                    Follow.followee_user_id).all())
        follower_count_dict = \
                {user_id: follower_count for (user_id, follower_count) in follower_counts}

        save_counts = get_save_counts(session, False, True,
                                      not_deleted_track_ids, None)
        track_save_counts = {
            save_item_id: save_count
            for (save_item_id, save_count, save_type) in save_counts
            if save_type == SaveType.track
        }

        trending = []
        for track_entry in listen_counts:
            # Skip over deleted tracks
            if (track_entry[response_name_constants.track_id]
                    not in not_deleted_track_ids):
                continue

            # Populate repost counts
            if track_entry[
                    response_name_constants.track_id] in track_repost_counts:
                track_entry[response_name_constants.repost_count] = \
                        track_repost_counts[track_entry[response_name_constants.track_id]]
            else:
                track_entry[response_name_constants.repost_count] = 0

            # Populate save counts
            if track_entry[
                    response_name_constants.track_id] in track_save_counts:
                track_entry[response_name_constants.save_count] = \
                        track_save_counts[track_entry[response_name_constants.track_id]]
            else:
                track_entry[response_name_constants.save_count] = 0

            # Populate listen counts
            owner_id = track_owner_dict[track_entry[
                response_name_constants.track_id]]
            owner_follow_count = 0
            if owner_id in follower_count_dict:
                owner_follow_count = follower_count_dict[owner_id]
            track_entry[response_name_constants.track_owner_id] = owner_id
            track_entry[response_name_constants.
                        track_owner_follower_count] = owner_follow_count

            trending.append(track_entry)

    final_resp = {}
    final_resp['listen_counts'] = trending
    return api_helpers.success_response(final_resp)