Datasets:
| { | |
| "completed_splits": [ | |
| { | |
| "seed": 42, | |
| "results_uniform": { | |
| "Random": { | |
| "AUC": 0.5003, | |
| "R@10": 0.1333, | |
| "R@50": 0.676, | |
| "MRR": 0.524, | |
| "n_problems": 5000 | |
| }, | |
| "Same module": { | |
| "AUC": 0.563, | |
| "R@10": 0.1789, | |
| "R@50": 0.642, | |
| "MRR": 0.998, | |
| "n_problems": 5000 | |
| }, | |
| "Same namespace": { | |
| "AUC": 0.5922, | |
| "R@10": 0.2233, | |
| "R@50": 0.664, | |
| "MRR": 0.966, | |
| "n_problems": 5000 | |
| }, | |
| "Same community": { | |
| "AUC": 0.5, | |
| "R@10": 0.0683, | |
| "R@50": 0.618, | |
| "MRR": 1.0, | |
| "n_problems": 5000 | |
| }, | |
| "Network features": { | |
| "AUC": 0.9778, | |
| "R@10": 0.5124, | |
| "R@50": 0.937, | |
| "MRR": 0.997, | |
| "n_problems": 5000 | |
| }, | |
| "All features": { | |
| "AUC": 0.9844, | |
| "R@10": 0.5212, | |
| "R@50": 0.94, | |
| "MRR": 0.997, | |
| "n_problems": 5000 | |
| } | |
| }, | |
| "results_hard": { | |
| "Random": { | |
| "AUC": 0.5003, | |
| "R@10": 0.1333, | |
| "R@50": 0.676, | |
| "MRR": 0.524, | |
| "n_problems": 5000 | |
| }, | |
| "Same module": { | |
| "AUC": 0.563, | |
| "R@10": 0.1789, | |
| "R@50": 0.642, | |
| "MRR": 0.997, | |
| "n_problems": 5000 | |
| }, | |
| "Same namespace": { | |
| "AUC": 0.5922, | |
| "R@10": 0.2234, | |
| "R@50": 0.664, | |
| "MRR": 0.964, | |
| "n_problems": 5000 | |
| }, | |
| "Same community": { | |
| "AUC": 0.5, | |
| "R@10": 0.0683, | |
| "R@50": 0.618, | |
| "MRR": 1.0, | |
| "n_problems": 5000 | |
| }, | |
| "Network features": { | |
| "AUC": 0.9776, | |
| "R@10": 0.5097, | |
| "R@50": 0.937, | |
| "MRR": 0.997, | |
| "n_problems": 5000 | |
| }, | |
| "All features": { | |
| "AUC": 0.9842, | |
| "R@10": 0.5191, | |
| "R@50": 0.94, | |
| "MRR": 0.997, | |
| "n_problems": 5000 | |
| } | |
| }, | |
| "diagnostics": { | |
| "in_degree_pearson_r": 0.999851, | |
| "out_degree_pearson_r": 0.999315, | |
| "pagerank_pearson_r": 0.950683, | |
| "betweenness_pearson_r": 0.712134, | |
| "community_nmi": 0.7821, | |
| "dag_layer_mean_shift": 2.9912, | |
| "test_decl_mean_in_degree": 0.0, | |
| "test_decl_mean_out_degree": 0.0, | |
| "test_decl_mean_pagerank": 7.667e-07, | |
| "n_wcc": 48812, | |
| "largest_wcc_size": 259311, | |
| "g_train_edges": 6727267, | |
| "edges_removed_pct": 20.21 | |
| }, | |
| "n_train_decls": 194929, | |
| "n_test_decls": 48733, | |
| "elapsed_s": 2396 | |
| } | |
| ] | |
| } |