env('DISCOVERY_QUEUE', env('RECOMMENDATIONS_QUEUE', env('VISION_QUEUE', 'default'))), // Versioned from day one for safe future migrations/experiments. 'profile_version' => env('DISCOVERY_PROFILE_VERSION', 'profile-v1'), 'event_version' => env('DISCOVERY_EVENT_VERSION', 'event-v1'), 'algo_version' => env('DISCOVERY_ALGO_VERSION', env('RECOMMENDATIONS_ALGO_VERSION', 'clip-cosine-v1')), 'cache_version' => env('DISCOVERY_CACHE_VERSION', 'cache-v1'), 'decay' => [ // Exponential half-life: score * 0.5 every N hours. 'half_life_hours' => (float) env('DISCOVERY_DECAY_HALF_LIFE_HOURS', 72), ], // Baseline event contribution weights. 'weights' => [ 'view' => (float) env('DISCOVERY_WEIGHT_VIEW', 1.0), 'click' => (float) env('DISCOVERY_WEIGHT_CLICK', 2.0), 'favorite' => (float) env('DISCOVERY_WEIGHT_FAVORITE', 4.0), 'download' => (float) env('DISCOVERY_WEIGHT_DOWNLOAD', 3.0), 'dwell' => (float) env('DISCOVERY_WEIGHT_DWELL', 1.5), 'scroll' => (float) env('DISCOVERY_WEIGHT_SCROLL', 0.75), ], // Recommendation cache TTL in minutes (schema foundation only for now). 'cache_ttl_minutes' => (int) env('DISCOVERY_CACHE_TTL_MINUTES', 60), 'v2' => [ 'enabled' => (bool) env('DISCOVERY_V2_ENABLED', false), 'algo_version' => env('DISCOVERY_V2_ALGO_VERSION', 'clip-cosine-v2-adaptive'), 'cache_version' => env('DISCOVERY_V2_CACHE_VERSION', 'cache-v2'), 'cache_ttl_minutes' => (int) env('DISCOVERY_V2_CACHE_TTL_MINUTES', 15), 'candidate_pool_max' => (int) env('DISCOVERY_V2_CANDIDATE_POOL_MAX', 300), 'feed_pool_size' => (int) env('DISCOVERY_V2_FEED_POOL_SIZE', 240), 'fresh_upload_hours' => (int) env('DISCOVERY_V2_FRESH_UPLOAD_HOURS', 72), 'new_creator_days' => (int) env('DISCOVERY_V2_NEW_CREATOR_DAYS', 45), 'max_per_creator' => (int) env('DISCOVERY_V2_MAX_PER_CREATOR', 3), 'repetition_window' => (int) env('DISCOVERY_V2_REPETITION_WINDOW', 24), 'rollout_percentage' => (int) env('DISCOVERY_V2_ROLLOUT_PERCENTAGE', 0), 'layers' => [ 'personalized' => (float) env('DISCOVERY_V2_LAYER_PERSONALIZED', 0.50), 'social' => (float) env('DISCOVERY_V2_LAYER_SOCIAL', 0.20), 'trending' => (float) env('DISCOVERY_V2_LAYER_TRENDING', 0.20), 'exploration' => (float) env('DISCOVERY_V2_LAYER_EXPLORATION', 0.10), ], 'session' => [ 'ttl_seconds' => (int) env('DISCOVERY_V2_SESSION_TTL_SECONDS', 14400), 'max_items' => (int) env('DISCOVERY_V2_SESSION_MAX_ITEMS', 120), 'half_life_hours' => (float) env('DISCOVERY_V2_SESSION_HALF_LIFE_HOURS', 8), 'merge_multiplier' => (float) env('DISCOVERY_V2_SESSION_MERGE_MULTIPLIER', 1.35), 'artwork_similarity_weight' => (float) env('DISCOVERY_V2_SESSION_ARTWORK_SIMILARITY_WEIGHT', 0.85), 'event_weights' => [ 'view' => (float) env('DISCOVERY_V2_SESSION_WEIGHT_VIEW', 1.0), 'click' => (float) env('DISCOVERY_V2_SESSION_WEIGHT_CLICK', 2.0), 'favorite' => (float) env('DISCOVERY_V2_SESSION_WEIGHT_FAVORITE', 4.5), 'download' => (float) env('DISCOVERY_V2_SESSION_WEIGHT_DOWNLOAD', 3.5), 'dwell' => (float) env('DISCOVERY_V2_SESSION_WEIGHT_DWELL', 1.75), 'scroll' => (float) env('DISCOVERY_V2_SESSION_WEIGHT_SCROLL', 0.75), ], ], 'weights' => [ 'base' => (float) env('DISCOVERY_V2_WEIGHT_BASE', 1.0), 'session' => (float) env('DISCOVERY_V2_WEIGHT_SESSION', 1.4), 'social' => (float) env('DISCOVERY_V2_WEIGHT_SOCIAL', 1.1), 'trending' => (float) env('DISCOVERY_V2_WEIGHT_TRENDING', 0.95), 'exploration' => (float) env('DISCOVERY_V2_WEIGHT_EXPLORATION', 0.7), 'creator' => (float) env('DISCOVERY_V2_WEIGHT_CREATOR', 0.5), 'repetition_penalty' => (float) env('DISCOVERY_V2_WEIGHT_REPETITION_PENALTY', 0.45), 'negative_tag_penalty' => (float) env('DISCOVERY_V2_WEIGHT_NEGATIVE_TAG_PENALTY', 0.65), 'followed_creator' => (float) env('DISCOVERY_V2_WEIGHT_FOLLOWED_CREATOR', 0.85), 'followed_like' => (float) env('DISCOVERY_V2_WEIGHT_FOLLOWED_LIKE', 0.55), ], 'trending' => [ 'period_weights' => [ '1h' => (float) env('DISCOVERY_V2_TRENDING_WEIGHT_1H', 1.0), '24h' => (float) env('DISCOVERY_V2_TRENDING_WEIGHT_24H', 0.7), '7d' => (float) env('DISCOVERY_V2_TRENDING_WEIGHT_7D', 0.45), ], 'velocity_weights' => [ 'views' => (float) env('DISCOVERY_V2_TRENDING_VIEWS_WEIGHT', 1.0), 'favorites' => (float) env('DISCOVERY_V2_TRENDING_FAVORITES_WEIGHT', 3.0), 'comments' => (float) env('DISCOVERY_V2_TRENDING_COMMENTS_WEIGHT', 2.5), 'shares' => (float) env('DISCOVERY_V2_TRENDING_SHARES_WEIGHT', 2.0), ], 'age_decay_per_hour' => (float) env('DISCOVERY_V2_TRENDING_AGE_DECAY_PER_HOUR', 0.08), ], 'exploration' => [ 'creator_bonus' => (float) env('DISCOVERY_V2_EXPLORATION_CREATOR_BONUS', 0.6), 'tag_bonus' => (float) env('DISCOVERY_V2_EXPLORATION_TAG_BONUS', 0.45), 'freshness_bonus' => (float) env('DISCOVERY_V2_EXPLORATION_FRESHNESS_BONUS', 0.55), ], 'negative_signals' => [ 'hide_artwork_penalty' => (float) env('DISCOVERY_V2_HIDE_ARTWORK_PENALTY', 5.0), 'dislike_tag_penalty' => (float) env('DISCOVERY_V2_DISLIKE_TAG_PENALTY', 0.75), ], ], 'v3' => [ 'enabled' => (bool) env('DISCOVERY_V3_ENABLED', false), 'cache_version' => env('DISCOVERY_V3_CACHE_VERSION', 'cache-v3'), 'cache_ttl_minutes' => (int) env('DISCOVERY_V3_CACHE_TTL_MINUTES', 5), 'vector_similarity_weight' => (float) env('DISCOVERY_V3_VECTOR_SIMILARITY_WEIGHT', 0.8), 'vector_base_score' => (float) env('DISCOVERY_V3_VECTOR_BASE_SCORE', 0.75), 'max_seed_artworks' => (int) env('DISCOVERY_V3_MAX_SEED_ARTWORKS', 3), 'vector_candidate_pool' => (int) env('DISCOVERY_V3_VECTOR_CANDIDATE_POOL', 60), 'sections' => [ 'similar_style_limit' => (int) env('DISCOVERY_V3_SECTION_SIMILAR_STYLE_LIMIT', 3), 'you_may_also_like_limit' => (int) env('DISCOVERY_V3_SECTION_YOU_MAY_ALSO_LIKE_LIMIT', 6), 'visually_related_limit' => (int) env('DISCOVERY_V3_SECTION_VISUALLY_RELATED_LIMIT', 6), ], ], // Phase 8B: versioned ranking blend weights. // Blend components: w1=interest, w2=recency, w3=popularity, w4=novelty. 'ranking' => [ 'default_weights' => [ 'version' => env('DISCOVERY_RANKING_WEIGHTS_VERSION', 'rank-w-v1'), 'w1' => (float) env('DISCOVERY_RANKING_W1', 0.65), 'w2' => (float) env('DISCOVERY_RANKING_W2', 0.20), 'w3' => (float) env('DISCOVERY_RANKING_W3', 0.10), 'w4' => (float) env('DISCOVERY_RANKING_W4', 0.05), ], // Per-algo overrides for safe rollout by algo_version. 'algo_weight_sets' => [ 'clip-cosine-v1' => [ 'version' => env('DISCOVERY_RANKING_WEIGHTS_VERSION_CLIP_COSINE_V1', 'rank-w-v1'), 'w1' => (float) env('DISCOVERY_RANKING_W1_CLIP_COSINE_V1', 0.65), 'w2' => (float) env('DISCOVERY_RANKING_W2_CLIP_COSINE_V1', 0.20), 'w3' => (float) env('DISCOVERY_RANKING_W3_CLIP_COSINE_V1', 0.10), 'w4' => (float) env('DISCOVERY_RANKING_W4_CLIP_COSINE_V1', 0.05), ], 'clip-cosine-v2' => [ 'version' => env('DISCOVERY_RANKING_WEIGHTS_VERSION_CLIP_COSINE_V2', 'rank-w-v2-prod-1'), 'w1' => (float) env('DISCOVERY_RANKING_W1_CLIP_COSINE_V2', 0.52), 'w2' => (float) env('DISCOVERY_RANKING_W2_CLIP_COSINE_V2', 0.23), 'w3' => (float) env('DISCOVERY_RANKING_W3_CLIP_COSINE_V2', 0.15), 'w4' => (float) env('DISCOVERY_RANKING_W4_CLIP_COSINE_V2', 0.10), ], ], ], // Phase 8 production rollout gates (deterministic user bucketing). 'rollout' => [ 'enabled' => (bool) env('DISCOVERY_ROLLOUT_ENABLED', false), 'baseline_algo_version' => env('DISCOVERY_ROLLOUT_BASELINE_ALGO_VERSION', 'clip-cosine-v1'), 'candidate_algo_version' => env('DISCOVERY_ROLLOUT_CANDIDATE_ALGO_VERSION', 'clip-cosine-v2'), // One of: g10, g50, g100. 'active_gate' => env('DISCOVERY_ROLLOUT_ACTIVE_GATE', 'g10'), 'gates' => [ 'g10' => [ 'name' => '10%', 'percentage' => (int) env('DISCOVERY_ROLLOUT_GATE_10_PERCENT', 10), ], 'g50' => [ 'name' => '50%', 'percentage' => (int) env('DISCOVERY_ROLLOUT_GATE_50_PERCENT', 50), ], 'g100' => [ 'name' => '100%', 'percentage' => (int) env('DISCOVERY_ROLLOUT_GATE_100_PERCENT', 100), ], ], // Emergency rollback toggle: force all traffic to one algo_version. 'force_algo_version' => env('DISCOVERY_FORCE_ALGO_VERSION', ''), // Guardrails (used operationally in runbook and dashboards). 'monitoring_thresholds' => [ 'ctr_warn_drop_pct' => (float) env('DISCOVERY_ROLLOUT_WARN_CTR_DROP_PCT', 3.0), 'ctr_rollback_drop_pct' => (float) env('DISCOVERY_ROLLOUT_ROLLBACK_CTR_DROP_PCT', 5.0), 'long_dwell_warn_drop_pct' => (float) env('DISCOVERY_ROLLOUT_WARN_LONG_DWELL_DROP_PCT', 4.0), 'long_dwell_rollback_drop_pct' => (float) env('DISCOVERY_ROLLOUT_ROLLBACK_LONG_DWELL_DROP_PCT', 8.0), 'diversity_warn_concentration_rise_pct' => (float) env('DISCOVERY_ROLLOUT_WARN_DIVERSITY_CONCENTRATION_RISE_PCT', 10.0), 'diversity_rollback_concentration_rise_pct' => (float) env('DISCOVERY_ROLLOUT_ROLLBACK_DIVERSITY_CONCENTRATION_RISE_PCT', 15.0), ], ], // Offline evaluation objective weights (manual/data-driven tuning). 'evaluation' => [ 'objective_weights' => [ 'ctr' => (float) env('DISCOVERY_EVAL_WEIGHT_CTR', 0.45), 'save_rate' => (float) env('DISCOVERY_EVAL_WEIGHT_SAVE_RATE', 0.35), 'long_dwell_share' => (float) env('DISCOVERY_EVAL_WEIGHT_LONG_DWELL', 0.25), 'bounce_rate_penalty' => (float) env('DISCOVERY_EVAL_WEIGHT_BOUNCE_PENALTY', 0.15), ], // Temporary switch: keep save_rate visible but exclude it from objective score. 'save_rate_informational' => (bool) env('DISCOVERY_EVAL_SAVE_RATE_INFORMATIONAL', true), ], ];