comunidadhll/docs/player-search-read-model-plan.md

Player Search Read Model

Objective

Define the first dedicated read model for player search so /api/stats/players/search does not aggregate large RCON historical tables on every public request.

Table

Primary table:

• player_search_index

Operational scope:

• PostgreSQL is the default operational store
• SQLite remains available only as explicit local compatibility for validation and isolated maintenance runs

Read-model nature:

• this table is regenerable
• it is not the canonical source of truth
• canonical historical data remains in rcon_materialized_matches and rcon_match_player_stats

Stored Fields

Each row stores one player projection for one public search scope:

• server_id
• player_id
• player_name
• normalized_player_name
• first_seen_at
• last_seen_at
• servers_seen
• matches_current_year
• kills_current_year
• deaths_current_year
• teamkills_current_year
• updated_at

Current scope rows:

• all-servers
• comunidad-hispana-01
• comunidad-hispana-02

Why server_id exists:

• the public search endpoint already supports server_id
• keeping one row per scope preserves the existing frontend contract without recalculating large runtime aggregates for server-filtered searches

Refresh Command

Manual command:

python -m app.rcon_historical_player_stats refresh-player-search-index

SQLite-only local override:

python -m app.rcon_historical_player_stats refresh-player-search-index --sqlite-path backend/data/hll_vietnam_dev.sqlite3

Refresh policy:

• rebuild from materialized RCON/AdminLog tables
• replace rows scope by scope
• aggregate only the current UTC year
• keep the latest current-year player name
• store accent-insensitive normalized names in Python

Public Read Path

Priority for /api/stats/players/search:

1. use player_search_index when the requested scope has rows
2. return read-model results directly, including empty query results when the index is populated but the query does not match
3. fall back to runtime aggregation only when:
   • the read model table is unavailable
   • the requested scope has no rows yet
   • a controlled read error occurs

Returned compatibility:

• the payload still returns player_id
• the payload still returns player_name
• the payload still returns matches_considered
• the payload still returns last_seen_at
• the payload still returns servers_seen

matches_considered remains compatible by mapping from matches_current_year.

PostgreSQL Notes

No extra PostgreSQL extensions are required.

Specifically:

• no pg_trgm
• no custom text-search extension

Search tolerance is implemented with:

• normalized lowercase names
• accent stripping in Python
• indexed scope + normalized-name reads
• runtime fallback preserved as a safety net

Current Limitations

• this read model is focused on player search only, not personal profile totals
• counts are current-year only by design
• historical players with no activity in the current UTC year are not intentionally prioritized in this first model
• profile and personal stats still use runtime aggregation over materialized tables

Production Validation

Recommended checks after refresh:

• run python -m app.rcon_historical_player_stats refresh-player-search-index
• confirm the command reports rows for all-servers, comunidad-hispana-01 and comunidad-hispana-02
• call /api/stats/players/search?q=<known-player>&limit=5
• verify response metadata reports read_model=player-search-index
• verify fallback metadata only appears when the read model is empty or unavailable