oxirs_vec/adaptive_intelligent_caching/
pattern_analyzer.rs1use std::collections::{HashMap, VecDeque};
4use std::time::Duration;
5
6use super::types::{
7 AccessEvent, QueryClusteringEngine, SeasonalPatternDetector, TemporalAccessPredictor,
8};
9
10#[allow(dead_code)]
12#[derive(Debug, Clone)]
13pub struct AccessPatternAnalyzer {
14 access_history: VecDeque<AccessEvent>,
16 seasonal_detector: SeasonalPatternDetector,
18 query_clustering: QueryClusteringEngine,
20 temporal_predictor: TemporalAccessPredictor,
22}
23
24impl Default for AccessPatternAnalyzer {
25 fn default() -> Self {
26 Self::new()
27 }
28}
29
30impl AccessPatternAnalyzer {
31 pub fn new() -> Self {
32 Self {
33 access_history: VecDeque::new(),
34 seasonal_detector: SeasonalPatternDetector::new(),
35 query_clustering: QueryClusteringEngine::new(),
36 temporal_predictor: TemporalAccessPredictor::new(),
37 }
38 }
39
40 pub fn record_access(&mut self, _event: AccessEvent) {
41 }
43
44 pub fn export_patterns(&self) -> String {
45 "{}".to_string() }
47}
48
49impl Default for SeasonalPatternDetector {
50 fn default() -> Self {
51 Self::new()
52 }
53}
54
55impl SeasonalPatternDetector {
56 pub fn new() -> Self {
57 Self {
58 hourly_patterns: [1.0; 24],
59 daily_patterns: [1.0; 7],
60 monthly_patterns: [1.0; 31],
61 pattern_confidence: 0.0,
62 }
63 }
64}
65
66impl Default for QueryClusteringEngine {
67 fn default() -> Self {
68 Self::new()
69 }
70}
71
72impl QueryClusteringEngine {
73 pub fn new() -> Self {
74 Self {
75 clusters: Vec::new(),
76 cluster_assignments: HashMap::new(),
77 cluster_centroids: Vec::new(),
78 }
79 }
80}
81
82impl Default for TemporalAccessPredictor {
83 fn default() -> Self {
84 Self::new()
85 }
86}
87
88impl TemporalAccessPredictor {
89 pub fn new() -> Self {
90 use super::types::GlobalTrendModel;
91
92 Self {
93 time_series_models: HashMap::new(),
94 global_trend_model: GlobalTrendModel {
95 hourly_multipliers: [1.0; 24],
96 daily_multipliers: [1.0; 7],
97 base_rate: 1.0,
98 },
99 prediction_horizon: Duration::from_secs(3600),
100 }
101 }
102}