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| 1 | +/// Exact reimplementation of `odgi sort -p Ygs` |
| 2 | +/// |
| 3 | +/// This module implements the three-stage sorting pipeline: |
| 4 | +/// 1. Y - Path-guided stochastic gradient descent (PG-SGD) |
| 5 | +/// 2. g - Grooming to remove spurious inverting links |
| 6 | +/// 3. s - Topological sort using head nodes |
| 7 | +/// |
| 8 | +/// Based on ODGI's implementation in src/subcommand/sort_main.cpp |
| 9 | +
|
| 10 | +use crate::bidirected_ops::BidirectedGraph; |
| 11 | +use crate::path_sgd::{PathSGDParams, path_sgd_sort}; |
| 12 | + |
| 13 | +/// Parameters for the Ygs sorting pipeline |
| 14 | +/// These match ODGI's defaults for the Ygs pipeline |
| 15 | +#[derive(Clone)] |
| 16 | +pub struct YgsParams { |
| 17 | + /// Path SGD parameters |
| 18 | + pub path_sgd: PathSGDParams, |
| 19 | + /// Whether to print progress information |
| 20 | + pub verbose: bool, |
| 21 | +} |
| 22 | + |
| 23 | +impl Default for YgsParams { |
| 24 | + fn default() -> Self { |
| 25 | + YgsParams { |
| 26 | + path_sgd: PathSGDParams { |
| 27 | + iter_max: 30, // ODGI default for production use |
| 28 | + iter_with_max_learning_rate: 0, |
| 29 | + min_term_updates: 0, // Will be calculated based on paths |
| 30 | + delta: 0.0, |
| 31 | + eps: 0.01, |
| 32 | + eta_max: 0.0, // Will be calculated from path lengths |
| 33 | + theta: 0.99, |
| 34 | + space: 0, // Will be calculated from longest path |
| 35 | + space_max: 100, |
| 36 | + space_quantization_step: 100, |
| 37 | + cooling_start: 0.5, |
| 38 | + nthreads: 1, |
| 39 | + progress: false, |
| 40 | + }, |
| 41 | + verbose: false, |
| 42 | + } |
| 43 | + } |
| 44 | +} |
| 45 | + |
| 46 | +impl YgsParams { |
| 47 | + /// Create parameters with calculated defaults based on graph structure |
| 48 | + /// This matches how ODGI calculates the parameters in sort_main.cpp |
| 49 | + pub fn from_graph(graph: &BidirectedGraph, verbose: bool, nthreads: usize) -> Self { |
| 50 | + let mut params = Self::default(); |
| 51 | + params.verbose = verbose; |
| 52 | + params.path_sgd.nthreads = nthreads; |
| 53 | + params.path_sgd.progress = verbose; |
| 54 | + |
| 55 | + // Calculate parameters based on graph structure |
| 56 | + // Build a temporary path index to get statistics |
| 57 | + let path_index = crate::path_sgd::PathIndex::from_graph(graph); |
| 58 | + |
| 59 | + // Calculate sum of path step counts |
| 60 | + let mut sum_path_step_count = 0u64; |
| 61 | + let mut max_path_step_count = 0usize; |
| 62 | + let mut max_path_length = 0usize; |
| 63 | + |
| 64 | + for i in 0..path_index.num_paths() { |
| 65 | + let step_count = path_index.get_path_step_count(i); |
| 66 | + sum_path_step_count += step_count as u64; |
| 67 | + max_path_step_count = max_path_step_count.max(step_count); |
| 68 | + max_path_length = max_path_length.max(path_index.get_path_length(i)); |
| 69 | + } |
| 70 | + |
| 71 | + // Set min_term_updates (ODGI default: 1.0 * sum_path_step_count) |
| 72 | + params.path_sgd.min_term_updates = sum_path_step_count; |
| 73 | + |
| 74 | + // Set eta_max (ODGI default: max_path_step_count^2) |
| 75 | + params.path_sgd.eta_max = (max_path_step_count * max_path_step_count) as f64; |
| 76 | + |
| 77 | + // Set space (ODGI default: max path length) |
| 78 | + params.path_sgd.space = max_path_length as u64; |
| 79 | + |
| 80 | + if verbose { |
| 81 | + eprintln!("[ygs_sort] Calculated parameters:"); |
| 82 | + eprintln!(" sum_path_step_count: {}", sum_path_step_count); |
| 83 | + eprintln!(" max_path_step_count: {}", max_path_step_count); |
| 84 | + eprintln!(" max_path_length: {}", max_path_length); |
| 85 | + eprintln!(" min_term_updates: {}", params.path_sgd.min_term_updates); |
| 86 | + eprintln!(" eta_max: {}", params.path_sgd.eta_max); |
| 87 | + eprintln!(" space: {}", params.path_sgd.space); |
| 88 | + } |
| 89 | + |
| 90 | + params |
| 91 | + } |
| 92 | +} |
| 93 | + |
| 94 | +/// Apply the Ygs sorting pipeline to a graph |
| 95 | +/// This exactly replicates `odgi sort -p Ygs` |
| 96 | +pub fn ygs_sort(graph: &mut BidirectedGraph, params: &YgsParams) { |
| 97 | + if params.verbose { |
| 98 | + eprintln!("[ygs_sort] Starting Ygs pipeline (Y=SGD, g=groom, s=topological_sort)"); |
| 99 | + eprintln!("[ygs_sort] Initial graph: {} nodes, {} edges", |
| 100 | + graph.nodes.len(), graph.edges.len()); |
| 101 | + } |
| 102 | + |
| 103 | + // Step 1: Y - Path-guided SGD sort |
| 104 | + if params.verbose { |
| 105 | + eprintln!("[ygs_sort] === Step 1/3: Path-guided SGD (Y) ==="); |
| 106 | + } |
| 107 | + |
| 108 | + let sgd_ordering = path_sgd_sort(graph, params.path_sgd.clone()); |
| 109 | + graph.apply_ordering(sgd_ordering, params.verbose); |
| 110 | + |
| 111 | + if params.verbose { |
| 112 | + eprintln!("[ygs_sort] After SGD: {} nodes", graph.nodes.len()); |
| 113 | + } |
| 114 | + |
| 115 | + // Step 2: g - Groom the graph |
| 116 | + if params.verbose { |
| 117 | + eprintln!("[ygs_sort] === Step 2/3: Grooming (g) ==="); |
| 118 | + } |
| 119 | + |
| 120 | + let groomed_order = graph.groom(true, params.verbose); // Use BFS like ODGI |
| 121 | + graph.apply_grooming_with_reorder(groomed_order, false, params.verbose); |
| 122 | + |
| 123 | + if params.verbose { |
| 124 | + eprintln!("[ygs_sort] After grooming: {} nodes", graph.nodes.len()); |
| 125 | + } |
| 126 | + |
| 127 | + // Step 3: s - Topological sort (heads only) |
| 128 | + if params.verbose { |
| 129 | + eprintln!("[ygs_sort] === Step 3/3: Topological sort (s) ==="); |
| 130 | + } |
| 131 | + |
| 132 | + // use_heads=true, use_tails=false matches ODGI's 's' command |
| 133 | + let topo_order = graph.exact_odgi_topological_order(true, false, params.verbose); |
| 134 | + graph.apply_ordering(topo_order, params.verbose); |
| 135 | + |
| 136 | + if params.verbose { |
| 137 | + eprintln!("[ygs_sort] After topological sort: {} nodes", graph.nodes.len()); |
| 138 | + eprintln!("[ygs_sort] === Ygs pipeline complete ==="); |
| 139 | + } |
| 140 | +} |
| 141 | + |
| 142 | +/// Apply just the topological sort step (the 's' part) |
| 143 | +/// This is useful for testing or for applying just the final sort |
| 144 | +pub fn topological_sort_only(graph: &mut BidirectedGraph, verbose: bool) { |
| 145 | + if verbose { |
| 146 | + eprintln!("[topological_sort] Starting topological sort (heads only)"); |
| 147 | + } |
| 148 | + |
| 149 | + let order = graph.exact_odgi_topological_order(true, false, verbose); |
| 150 | + graph.apply_ordering(order, verbose); |
| 151 | + |
| 152 | + if verbose { |
| 153 | + eprintln!("[topological_sort] Complete"); |
| 154 | + } |
| 155 | +} |
| 156 | + |
| 157 | +/// Apply just the grooming step (the 'g' part) |
| 158 | +pub fn groom_only(graph: &mut BidirectedGraph, verbose: bool) { |
| 159 | + if verbose { |
| 160 | + eprintln!("[groom] Starting grooming"); |
| 161 | + } |
| 162 | + |
| 163 | + let groomed_order = graph.groom(true, verbose); |
| 164 | + graph.apply_grooming_with_reorder(groomed_order, false, verbose); |
| 165 | + |
| 166 | + if verbose { |
| 167 | + eprintln!("[groom] Complete"); |
| 168 | + } |
| 169 | +} |
| 170 | + |
| 171 | +/// Apply the SGD step (the 'Y' part) |
| 172 | +pub fn sgd_sort_only(graph: &mut BidirectedGraph, params: PathSGDParams, verbose: bool) { |
| 173 | + if verbose { |
| 174 | + eprintln!("[path_sgd] Starting path-guided SGD"); |
| 175 | + } |
| 176 | + |
| 177 | + let ordering = path_sgd_sort(graph, params); |
| 178 | + graph.apply_ordering(ordering, verbose); |
| 179 | + |
| 180 | + if verbose { |
| 181 | + eprintln!("[path_sgd] Complete"); |
| 182 | + } |
| 183 | +} |
| 184 | + |
| 185 | +#[cfg(test)] |
| 186 | +mod tests { |
| 187 | + use super::*; |
| 188 | + use crate::bidirected_graph::{BiPath, Handle}; |
| 189 | + |
| 190 | + fn create_test_graph() -> BidirectedGraph { |
| 191 | + let mut graph = BidirectedGraph::new(); |
| 192 | + |
| 193 | + // Create a simple linear graph: 1 -> 2 -> 3 |
| 194 | + graph.add_node(1, b"AAAA".to_vec()); |
| 195 | + graph.add_node(2, b"CCCC".to_vec()); |
| 196 | + graph.add_node(3, b"GGGG".to_vec()); |
| 197 | + |
| 198 | + graph.add_edge(Handle::forward(1), Handle::forward(2)); |
| 199 | + graph.add_edge(Handle::forward(2), Handle::forward(3)); |
| 200 | + |
| 201 | + // Add a path through all nodes |
| 202 | + let mut path = BiPath::new("test_path".to_string()); |
| 203 | + path.add_step(Handle::forward(1)); |
| 204 | + path.add_step(Handle::forward(2)); |
| 205 | + path.add_step(Handle::forward(3)); |
| 206 | + graph.paths.push(path); |
| 207 | + |
| 208 | + graph |
| 209 | + } |
| 210 | + |
| 211 | + #[test] |
| 212 | + fn test_ygs_params_default() { |
| 213 | + let params = YgsParams::default(); |
| 214 | + assert_eq!(params.path_sgd.iter_max, 30); |
| 215 | + assert_eq!(params.path_sgd.theta, 0.99); |
| 216 | + assert_eq!(params.path_sgd.eps, 0.01); |
| 217 | + } |
| 218 | + |
| 219 | + #[test] |
| 220 | + fn test_ygs_params_from_graph() { |
| 221 | + let graph = create_test_graph(); |
| 222 | + let params = YgsParams::from_graph(&graph, false, 1); |
| 223 | + |
| 224 | + // Check that parameters were calculated |
| 225 | + assert!(params.path_sgd.min_term_updates > 0); |
| 226 | + assert!(params.path_sgd.eta_max > 0.0); |
| 227 | + assert!(params.path_sgd.space > 0); |
| 228 | + } |
| 229 | + |
| 230 | + #[test] |
| 231 | + fn test_ygs_sort_runs() { |
| 232 | + let mut graph = create_test_graph(); |
| 233 | + let params = YgsParams::from_graph(&graph, false, 1); |
| 234 | + |
| 235 | + // This should not panic |
| 236 | + ygs_sort(&mut graph, ¶ms); |
| 237 | + |
| 238 | + // Graph should still be valid |
| 239 | + assert_eq!(graph.nodes.len(), 3); |
| 240 | + assert!(graph.paths.len() > 0); |
| 241 | + } |
| 242 | + |
| 243 | + #[test] |
| 244 | + fn test_individual_steps() { |
| 245 | + let graph = create_test_graph(); |
| 246 | + |
| 247 | + // Test SGD only |
| 248 | + { |
| 249 | + let mut g = graph.clone(); |
| 250 | + let params = YgsParams::from_graph(&g, false, 1); |
| 251 | + sgd_sort_only(&mut g, params.path_sgd, false); |
| 252 | + assert_eq!(g.nodes.len(), 3); |
| 253 | + } |
| 254 | + |
| 255 | + // Test groom only |
| 256 | + { |
| 257 | + let mut g = graph.clone(); |
| 258 | + groom_only(&mut g, false); |
| 259 | + assert_eq!(g.nodes.len(), 3); |
| 260 | + } |
| 261 | + |
| 262 | + // Test topological sort only |
| 263 | + { |
| 264 | + let mut g = graph.clone(); |
| 265 | + topological_sort_only(&mut g, false); |
| 266 | + assert_eq!(g.nodes.len(), 3); |
| 267 | + } |
| 268 | + } |
| 269 | +} |
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