Smart Tree - ST

//! Temporal Context Analysis Demo //! //! Shows how Smart Tree can analyze context over time to find patterns use anyhow::Result; use st::context_gatherer::temporal::TemporalResolution; use st::context_gatherer::{ContextGatherer, GatherConfig}; fn main() -> Result<()> { println!("=== Smart Tree Temporal Context Analysis Demo ===\n"); // Get current directory as the project let project_path = std::env::current_dir()?; println!("Project: {}\n", project_path.display()); // Configure gatherer let config = GatherConfig { project_identifiers: vec![ "smart-tree".to_string(), project_path .file_name() .and_then(|n| n.to_str()) .unwrap_or("") .to_string(), ], ..Default::default() }; // Gather contexts println!("📊 Gathering context from AI tools..."); let mut gatherer = ContextGatherer::new(project_path.clone(), config); gatherer.gather_all()?; println!("Found {} contexts\n", gatherer.contexts().len()); // Test different temporal resolutions let resolutions = vec![ (TemporalResolution::Hour, "Hourly"), (TemporalResolution::Day, "Daily"), (TemporalResolution::Week, "Weekly"), (TemporalResolution::Month, "Monthly"), ]; for (resolution, name) in resolutions { println!("📅 {} Analysis:", name); println!("{}", "=".repeat(50)); let patterns = gatherer.analyze_temporal(resolution); println!("Work Sessions: {}", patterns.work_sessions.len()); if let Some(first_session) = patterns.work_sessions.first() { println!( " First: {} - {} ({} activities)", first_session.start_time.format("%Y-%m-%d %H:%M"), first_session.end_time.format("%Y-%m-%d %H:%M"), first_session.total_activities ); } if let Some(last_session) = patterns.work_sessions.last() { println!( " Last: {} - {} ({} activities)", last_session.start_time.format("%Y-%m-%d %H:%M"), last_session.end_time.format("%Y-%m-%d %H:%M"), last_session.total_activities ); } println!("\nPeak Activity Times: {}", patterns.peak_times.len()); for (i, peak) in patterns.peak_times.iter().take(3).enumerate() { println!( " {}. {} (intensity: {:.2})", i + 1, peak.timestamp.format("%Y-%m-%d %H:%M"), peak.intensity ); } println!( "\nMomentum: {:.3} ({})", patterns.momentum, if patterns.momentum > 0.1 { "📈 Increasing" } else if patterns.momentum < -0.1 { "📉 Decreasing" } else { "➡️ Stable" } ); println!( "Total Duration: {} days", patterns.total_duration.num_days() ); println!("Active Days: {}", patterns.active_days); if !patterns.periodic_patterns.is_empty() { println!("\nPeriodic Patterns:"); for pattern in &patterns.periodic_patterns { println!( " {}: {}", pattern.period_type, pattern.peak_periods.join(", ") ); } } println!(); } // Test temporal decay println!("🕰️ Temporal Decay Analysis:"); println!("{}", "=".repeat(50)); let original_top = gatherer .contexts() .iter() .take(5) .map(|c| (c.ai_tool.clone(), c.relevance_score)) .collect::<Vec<_>>(); println!("Original top contexts:"); for (tool, score) in &original_top { println!(" {} - score: {:.3}", tool, score); } // Apply decay (30 day half-life) gatherer.apply_temporal_decay(30.0); println!("\nAfter 30-day half-life decay:"); for (i, context) in gatherer.contexts().iter().take(5).enumerate() { let original_score = original_top.get(i).map(|(_, s)| *s).unwrap_or(0.0); println!( " {} - score: {:.3} (was {:.3})", context.ai_tool, context.relevance_score, original_score ); } // Create temporal waves println!("\n🌊 Temporal Wave Analysis:"); println!("{}", "=".repeat(50)); let wave_grid = gatherer.create_temporal_waves(TemporalResolution::Day); let resonance_peaks = wave_grid.find_resonance_peaks(); println!( "Found {} resonance peaks (high activity convergence)", resonance_peaks.len() ); for (i, peak) in resonance_peaks.iter().take(5).enumerate() { println!(" {}. {}", i + 1, peak.format("%Y-%m-%d")); } println!("\n✅ Temporal analysis complete!"); println!("\nInsights:"); println!("- Your work patterns show when you're most active with this project"); println!("- Momentum indicates if your engagement is increasing or decreasing"); println!("- Resonance peaks show days with high cross-tool activity"); println!("- Temporal decay helps prioritize recent context over old"); Ok(()) }