-- TimescaleDB hypertable for time-series audio metrics

-- Enable TimescaleDB extension
CREATE EXTENSION IF NOT EXISTS timescaledb;

-- Create audio data table
CREATE TABLE IF NOT EXISTS audio_data (
    time TIMESTAMPTZ NOT NULL,
    rms_db REAL CHECK (rms_db >= -50.0 AND rms_db <= 0.0),
    frequency_hz INTEGER CHECK (frequency_hz >= 100 AND frequency_hz <= 8000),
    is_silence BOOLEAN NOT NULL DEFAULT FALSE
);

-- Convert to hypertable (time-series optimization)
SELECT create_hypertable('audio_data', 'time', if_not_exists => TRUE);

-- Create index for frequency queries (exclude silence for performance)
CREATE INDEX IF NOT EXISTS idx_frequency 
    ON audio_data(frequency_hz) 
    WHERE NOT is_silence;

-- Create index for time-based queries
CREATE INDEX IF NOT EXISTS idx_time_desc 
    ON audio_data(time DESC);

-- Optional: Create continuous aggregate for 1-minute averages
CREATE MATERIALIZED VIEW IF NOT EXISTS audio_data_1min
WITH (timescaledb.continuous) AS
SELECT 
    time_bucket('1 minute', time) AS bucket,
    AVG(rms_db) AS avg_rms_db,
    MAX(rms_db) AS max_rms_db,
    MIN(rms_db) AS min_rms_db,
    mode() WITHIN GROUP (ORDER BY frequency_hz) AS dominant_freq_hz,
    SUM(CASE WHEN is_silence THEN 1 ELSE 0 END)::REAL / COUNT(*) AS silence_ratio
FROM audio_data
GROUP BY bucket
WITH NO DATA;

-- Refresh policy: update aggregate every 5 minutes
SELECT add_continuous_aggregate_policy('audio_data_1min',
    start_offset => INTERVAL '1 hour',
    end_offset => INTERVAL '1 minute',
    schedule_interval => INTERVAL '5 minutes',
    if_not_exists => TRUE
);

-- Data retention: keep raw data for 7 days
SELECT add_retention_policy('audio_data', 
    INTERVAL '7 days',
    if_not_exists => TRUE
);

-- Grant permissions
GRANT ALL ON audio_data TO postgres;
GRANT SELECT ON audio_data_1min TO postgres;