diff --git "a/results/gin_deep_dive/summary.json" "b/results/gin_deep_dive/summary.json" new file mode 100644--- /dev/null +++ "b/results/gin_deep_dive/summary.json" @@ -0,0 +1,8941 @@ +[ + { + "label": "tf-gin-256", + "hidden_dim": 256, + "num_layers": 3, + "decoder_conv_type": "GIN", + "decoder_edge_mode": "teacher_forced", + "trainable_params": 40430, + "best_val_loss": 3.8899, + "train_time_s": 119.9, + "samples_evaluated": 200, + "heuristic_valid": 194, + "heuristic_validity_pct": 97.0, + "avg_type_accuracy": 0.8126, + "avg_unique_pred_types": 8.04, + "top_samples": [ + { + "index": 17, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ] + }, + { + "index": 39, + "num_nodes": 44, + "pred_unique_types": 7, + "orig_unique_types": 7, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 42, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 68, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 111, + "num_nodes": 30, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9667, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 44, + "num_nodes": 54, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 0.963, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 43, + 40, + 73, + 40, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73 + ] + }, + { + "index": 81, + "num_nodes": 26, + "pred_unique_types": 8, + "orig_unique_types": 8, + "type_accuracy": 0.9615, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 32, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 60, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ] + }, + { + "index": 193, + "num_nodes": 22, + "pred_unique_types": 9, + "orig_unique_types": 10, + "type_accuracy": 0.9545, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 49, + 49, + 50, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 161, + "num_nodes": 20, + "pred_unique_types": 8, + "orig_unique_types": 8, + "type_accuracy": 0.95, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 41, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 41, + 73 + ] + }, + { + "index": 32, + "num_nodes": 55, + "pred_unique_types": 10, + "orig_unique_types": 12, + "type_accuracy": 0.9455, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 12, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 145, + "num_nodes": 35, + "pred_unique_types": 8, + "orig_unique_types": 10, + "type_accuracy": 0.9429, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 12, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 6, + 73, + 10, + 73, + 73, + 12, + 10, + 10, + 51, + 73, + 73, + 73, + 25, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 157, + "num_nodes": 17, + "pred_unique_types": 3, + "orig_unique_types": 4, + "type_accuracy": 0.9412, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 85, + "num_nodes": 62, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9355, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 26, + "num_nodes": 77, + "pred_unique_types": 11, + "orig_unique_types": 12, + "type_accuracy": 0.9351, + "heuristic_valid": true, + "pred_type_ids": [ + 10, + 73, + 2, + 3, + 73, + 3, + 73, + 19, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 11, + 4, + 49, + 73, + 73, + 3, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 19, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 73, + 43, + 49, + 73, + 73, + 6, + 73, + 4, + 10, + 10, + 49, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 73 + ] + }, + { + "index": 105, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 7, + "type_accuracy": 0.9286, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 34, + "num_nodes": 81, + "pred_unique_types": 12, + "orig_unique_types": 11, + "type_accuracy": 0.9259, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 49, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 41, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 59, + "num_nodes": 94, + "pred_unique_types": 9, + "orig_unique_types": 11, + "type_accuracy": 0.9255, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 73, + 27, + 10, + 73, + 73, + 40, + 73, + 44, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 44, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 44, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 44, + 27, + 10, + 73, + 73, + 51, + 73, + 44, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 43, + 43, + 40, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 44, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73 + ] + }, + { + "index": 109, + "num_nodes": 13, + "pred_unique_types": 6, + "orig_unique_types": 7, + "type_accuracy": 0.9231, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 60, + 7, + 73, + 10, + 10, + 73, + 73, + 73, + 41, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 60, + 7, + 73, + 10, + 10, + 73, + 73, + 73, + 41, + 73 + ] + }, + { + "index": 123, + "num_nodes": 38, + "pred_unique_types": 7, + "orig_unique_types": 8, + "type_accuracy": 0.9211, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 6, + 73, + 49, + 49, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 49, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 1, + "num_nodes": 25, + "pred_unique_types": 8, + "orig_unique_types": 10, + "type_accuracy": 0.92, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73, + 10, + 49, + 50, + 73, + 73, + 51, + 73, + 10, + 73, + 73 + ] + } + ] + }, + { + "label": "tf-gin-128", + "hidden_dim": 128, + "num_layers": 3, + "decoder_conv_type": "GIN", + "decoder_edge_mode": "teacher_forced", + "trainable_params": 40430, + "best_val_loss": 3.8708, + "train_time_s": 121.0, + "samples_evaluated": 200, + "heuristic_valid": 194, + "heuristic_validity_pct": 97.0, + "avg_type_accuracy": 0.8135, + "avg_unique_pred_types": 8.3, + "top_samples": [ + { + "index": 17, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ] + }, + { + "index": 42, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 68, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 39, + "num_nodes": 44, + "pred_unique_types": 8, + "orig_unique_types": 7, + "type_accuracy": 0.9773, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 4, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 32, + "num_nodes": 55, + "pred_unique_types": 10, + "orig_unique_types": 12, + "type_accuracy": 0.9636, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 81, + "num_nodes": 26, + "pred_unique_types": 8, + "orig_unique_types": 8, + "type_accuracy": 0.9615, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 32, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 60, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ] + }, + { + "index": 5, + "num_nodes": 25, + "pred_unique_types": 10, + "orig_unique_types": 10, + "type_accuracy": 0.96, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 10, + 49, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ] + }, + { + "index": 190, + "num_nodes": 24, + "pred_unique_types": 9, + "orig_unique_types": 10, + "type_accuracy": 0.9583, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 44, + 45, + 41, + 73, + 41, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 44, + 45, + 41, + 73, + 51, + 73 + ] + }, + { + "index": 194, + "num_nodes": 46, + "pred_unique_types": 10, + "orig_unique_types": 11, + "type_accuracy": 0.9565, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 73, + 6, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 12, + 11, + 10, + 51, + 73, + 73, + 2, + 3, + 73, + 10, + 73, + 73, + 51, + 73, + 73, + 73, + 10, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 25, + 6, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 12, + 11, + 10, + 51, + 73, + 73, + 2, + 3, + 73, + 10, + 73, + 73, + 51, + 73, + 73, + 25, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 193, + "num_nodes": 22, + "pred_unique_types": 9, + "orig_unique_types": 10, + "type_accuracy": 0.9545, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 49, + 49, + 50, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 129, + "num_nodes": 18, + "pred_unique_types": 7, + "orig_unique_types": 8, + "type_accuracy": 0.9444, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 73, + 73, + 51, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 73, + 73, + 40, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ] + }, + { + "index": 102, + "num_nodes": 34, + "pred_unique_types": 12, + "orig_unique_types": 13, + "type_accuracy": 0.9412, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 6, + 73, + 11, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 2, + 10, + 49, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 41, + 73, + 10, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 6, + 73, + 11, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 2, + 10, + 49, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 40, + 73, + 10, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 85, + "num_nodes": 62, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9355, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 111, + "num_nodes": 30, + "pred_unique_types": 10, + "orig_unique_types": 9, + "type_accuracy": 0.9333, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 6, + 49, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 151, + "num_nodes": 45, + "pred_unique_types": 11, + "orig_unique_types": 11, + "type_accuracy": 0.9333, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 4, + 6, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 51, + 73, + 12, + 10, + 49, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 4, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 12, + 10, + 51, + 73, + 73, + 73, + 4, + 6, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 40, + 73, + 10, + 10, + 49, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 4, + 51, + 73 + ] + }, + { + "index": 105, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 7, + "type_accuracy": 0.9286, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 34, + "num_nodes": 81, + "pred_unique_types": 12, + "orig_unique_types": 11, + "type_accuracy": 0.9259, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 49, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 49, + 73, + 73, + 73, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 41, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 44, + "num_nodes": 54, + "pred_unique_types": 4, + "orig_unique_types": 6, + "type_accuracy": 0.9259, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 0, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 0, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 0, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73 + ] + }, + { + "index": 48, + "num_nodes": 24, + "pred_unique_types": 7, + "orig_unique_types": 9, + "type_accuracy": 0.9167, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 10, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73 + ] + }, + { + "index": 91, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 7, + "type_accuracy": 0.9167, + "heuristic_valid": true, + "pred_type_ids": [ + 1, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 1, + 37, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73 + ] + } + ] + }, + { + "label": "tf-gin-512", + "hidden_dim": 512, + "num_layers": 3, + "decoder_conv_type": "GIN", + "decoder_edge_mode": "teacher_forced", + "trainable_params": 40430, + "best_val_loss": 3.8334, + "train_time_s": 127.0, + "samples_evaluated": 200, + "heuristic_valid": 193, + "heuristic_validity_pct": 96.5, + "avg_type_accuracy": 0.8177, + "avg_unique_pred_types": 8.31, + "top_samples": [ + { + "index": 17, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ] + }, + { + "index": 39, + "num_nodes": 44, + "pred_unique_types": 7, + "orig_unique_types": 7, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 42, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 68, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 32, + "num_nodes": 55, + "pred_unique_types": 10, + "orig_unique_types": 12, + "type_accuracy": 0.9636, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 44, + "num_nodes": 54, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 0.963, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 2, + 40, + 73, + 40, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73 + ] + }, + { + "index": 124, + "num_nodes": 23, + "pred_unique_types": 10, + "orig_unique_types": 9, + "type_accuracy": 0.9565, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 19, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 1, + 43, + 49, + 49, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 19, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 73, + 43, + 49, + 49, + 73, + 73, + 73, + 73, + 73, + 73 + ] + }, + { + "index": 194, + "num_nodes": 46, + "pred_unique_types": 10, + "orig_unique_types": 11, + "type_accuracy": 0.9565, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 73, + 6, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 12, + 11, + 10, + 51, + 73, + 73, + 2, + 3, + 73, + 10, + 73, + 73, + 51, + 73, + 73, + 73, + 10, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 25, + 6, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 12, + 11, + 10, + 51, + 73, + 73, + 2, + 3, + 73, + 10, + 73, + 73, + 51, + 73, + 73, + 25, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 193, + "num_nodes": 22, + "pred_unique_types": 9, + "orig_unique_types": 10, + "type_accuracy": 0.9545, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 49, + 49, + 50, + 73, + 73, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 34, + "num_nodes": 81, + "pred_unique_types": 13, + "orig_unique_types": 11, + "type_accuracy": 0.9383, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 40, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 41, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 189, + "num_nodes": 321, + "pred_unique_types": 12, + "orig_unique_types": 15, + "type_accuracy": 0.9377, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 10, + 73, + 73, + 4, + 10, + 73, + 51, + 73, + 17, + 6, + 10, + 10, + 49, + 73, + 73, + 73, + 40, + 73, + 73, + 73, + 18, + 40, + 73, + 10, + 73, + 51, + 73, + 18, + 40, + 73, + 10, + 73, + 51, + 73, + 18, + 40, + 73, + 10, + 73, + 51, + 73, + 18, + 40, + 73, + 10, + 73, + 51, + 73, + 73, + 6, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 12, + 10, + 10, + 10, + 10, + 49, + 73, + 73, + 73, + 40, + 73, + 73, + 73, + 73, + 40, + 73, + 6, + 73, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 73, + 6, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 49, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 51, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 51, + 73, + 40, + 73, + 40, + 73, + 6, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 73, + 2, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 44, + 4, + 6, + 73, + 38, + 73, + 17, + 10, + 10, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 73, + 73, + 18, + 40, + 73, + 6, + 73, + 38, + 73, + 18, + 40, + 73, + 6, + 73, + 38, + 73, + 18, + 40, + 73, + 6, + 73, + 38, + 73, + 18, + 40, + 73, + 6, + 73, + 38, + 73, + 73, + 6, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 12, + 10, + 10, + 10, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 73, + 73, + 73, + 40, + 73, + 6, + 73, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 73, + 6, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 51, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 51, + 73, + 40, + 73, + 40, + 73, + 6, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 51, + 73, + 73, + 25, + 51, + 73 + ] + }, + { + "index": 85, + "num_nodes": 62, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9355, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 111, + "num_nodes": 30, + "pred_unique_types": 10, + "orig_unique_types": 9, + "type_accuracy": 0.9333, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 6, + 49, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 61, + "num_nodes": 29, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.931, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 41, + 73, + 45, + 41, + 73, + 41, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 51, + 73, + 45, + 41, + 73, + 51, + 73 + ] + }, + { + "index": 178, + "num_nodes": 29, + "pred_unique_types": 5, + "orig_unique_types": 7, + "type_accuracy": 0.931, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 32, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 73, + 10, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 32, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 73, + 10, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 73, + 38, + 73 + ] + }, + { + "index": 105, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 7, + "type_accuracy": 0.9286, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 81, + "num_nodes": 26, + "pred_unique_types": 8, + "orig_unique_types": 8, + "type_accuracy": 0.9231, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 32, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 0, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 60, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ] + }, + { + "index": 99, + "num_nodes": 39, + "pred_unique_types": 10, + "orig_unique_types": 11, + "type_accuracy": 0.9231, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 11, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 45, + 45, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 11, + 10, + 10, + 51, + 73, + 73, + 73, + 44, + 2, + 57, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 51, + 73 + ] + }, + { + "index": 179, + "num_nodes": 85, + "pred_unique_types": 14, + "orig_unique_types": 16, + "type_accuracy": 0.9176, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 11, + 10, + 73, + 73, + 43, + 40, + 73, + 40, + 73, + 40, + 73, + 44, + 45, + 40, + 73, + 4, + 3, + 73, + 2, + 4, + 10, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 40, + 73, + 6, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 31, + 10, + 10, + 51, + 73, + 73, + 73, + 40, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 11, + 10, + 73, + 73, + 43, + 40, + 73, + 40, + 73, + 40, + 73, + 44, + 45, + 41, + 73, + 43, + 40, + 73, + 2, + 4, + 10, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 40, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 40, + 73, + 6, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 31, + 10, + 10, + 51, + 73, + 73, + 73, + 38, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 48, + "num_nodes": 24, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9167, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 4, + 6, + 73, + 49, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 10, + 10, + 51, + 73, + 73, + 73, + 73 + ] + } + ] + }, + { + "label": "tf-gin-256-deep", + "hidden_dim": 256, + "num_layers": 5, + "decoder_conv_type": "GIN", + "decoder_edge_mode": "teacher_forced", + "trainable_params": 57070, + "best_val_loss": 3.7586, + "train_time_s": 141.4, + "samples_evaluated": 200, + "heuristic_valid": 199, + "heuristic_validity_pct": 99.5, + "avg_type_accuracy": 0.8113, + "avg_unique_pred_types": 8.64, + "top_samples": [ + { + "index": 17, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73 + ] + }, + { + "index": 39, + "num_nodes": 44, + "pred_unique_types": 7, + "orig_unique_types": 7, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 31, + 31, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 42, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 68, + "num_nodes": 12, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 1.0, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 44, + "num_nodes": 54, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 0.9815, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 2, + 2, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 10, + 73, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73 + ] + }, + { + "index": 59, + "num_nodes": 94, + "pred_unique_types": 11, + "orig_unique_types": 11, + "type_accuracy": 0.9787, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 73, + 27, + 10, + 73, + 73, + 51, + 73, + 44, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 44, + 43, + 40, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 44, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 44, + 27, + 10, + 73, + 73, + 51, + 73, + 44, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 43, + 43, + 40, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 43, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 40, + 73, + 45, + 40, + 73, + 44, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73, + 45, + 40, + 73, + 49, + 73, + 73 + ] + }, + { + "index": 111, + "num_nodes": 30, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9667, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 11, + 10, + 10, + 73, + 73, + 73, + 2, + 3, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 32, + "num_nodes": 55, + "pred_unique_types": 10, + "orig_unique_types": 12, + "type_accuracy": 0.9636, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 12, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 45, + 41, + 73, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 81, + "num_nodes": 26, + "pred_unique_types": 8, + "orig_unique_types": 8, + "type_accuracy": 0.9615, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 32, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 60, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73 + ] + }, + { + "index": 123, + "num_nodes": 38, + "pred_unique_types": 9, + "orig_unique_types": 8, + "type_accuracy": 0.9474, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 2, + 2, + 4, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 7, + 51, + 73, + 73, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 129, + "num_nodes": 18, + "pred_unique_types": 7, + "orig_unique_types": 8, + "type_accuracy": 0.9444, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 73, + 73, + 51, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 73, + 73, + 40, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ] + }, + { + "index": 34, + "num_nodes": 81, + "pred_unique_types": 13, + "orig_unique_types": 11, + "type_accuracy": 0.9383, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 11, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 40, + 73, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 49, + 73, + 73, + 73, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 10, + 73, + 73, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 41, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 44, + 45, + 41, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 85, + "num_nodes": 62, + "pred_unique_types": 8, + "orig_unique_types": 9, + "type_accuracy": 0.9355, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 51, + 73, + 73, + 6, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73, + 10, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 104, + "num_nodes": 31, + "pred_unique_types": 11, + "orig_unique_types": 12, + "type_accuracy": 0.9355, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 10, + 73, + 10, + 10, + 49, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 41, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 10, + 49, + 73, + 73, + 73, + 10, + 51, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 51, + 73 + ] + }, + { + "index": 26, + "num_nodes": 77, + "pred_unique_types": 11, + "orig_unique_types": 12, + "type_accuracy": 0.9351, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 12, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 12, + 4, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 10, + 49, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 19, + 4, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 6, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 10, + 73, + 73, + 51, + 73, + 51, + 73, + 73, + 43, + 49, + 73, + 73, + 6, + 73, + 4, + 10, + 10, + 49, + 73, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 40, + 73, + 4, + 10, + 51, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 73 + ] + }, + { + "index": 71, + "num_nodes": 15, + "pred_unique_types": 6, + "orig_unique_types": 6, + "type_accuracy": 0.9333, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 73, + 11, + 10, + 73, + 73, + 40, + 73, + 2, + 10, + 73, + 73, + 40, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 11, + 10, + 73, + 73, + 40, + 73, + 2, + 10, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 105, + "num_nodes": 14, + "pred_unique_types": 6, + "orig_unique_types": 7, + "type_accuracy": 0.9286, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 10, + 10, + 73, + 73, + 51, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 29, + "num_nodes": 125, + "pred_unique_types": 9, + "orig_unique_types": 11, + "type_accuracy": 0.928, + "heuristic_valid": true, + "pred_type_ids": [ + 10, + 73, + 73, + 10, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 4, + 10, + 10, + 49, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 51, + 73, + 44, + 45, + 41, + 73, + 73, + 40, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 49, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 49, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 4, + 10, + 10, + 10, + 73, + 73, + 73, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 49, + 73, + 73, + 73, + 41, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 40, + 73, + 4, + 10, + 73, + 73, + 40, + 73, + 44, + 45, + 41, + 73, + 34, + 40, + 73, + 73 + ] + }, + { + "index": 25, + "num_nodes": 39, + "pred_unique_types": 12, + "orig_unique_types": 12, + "type_accuracy": 0.9231, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 4, + 6, + 73, + 10, + 10, + 51, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 41, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 12, + 10, + 51, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 4, + 6, + 73, + 10, + 10, + 52, + 73, + 73, + 73, + 44, + 45, + 41, + 73, + 52, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 12, + 10, + 51, + 73, + 73, + 10, + 73, + 73, + 51, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 113, + "num_nodes": 59, + "pred_unique_types": 13, + "orig_unique_types": 13, + "type_accuracy": 0.9153, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 45, + 51, + 73, + 51, + 73, + 45, + 51, + 73, + 51, + 73, + 12, + 10, + 73, + 73, + 49, + 49, + 49, + 73, + 73, + 73, + 73, + 51, + 73, + 73, + 10, + 51, + 73, + 73, + 51, + 73, + 51, + 73, + 51, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 3, + 73, + 3, + 73, + 3, + 73, + 4, + 6, + 73, + 10, + 73, + 73, + 44, + 45, + 41, + 73, + 10, + 51, + 73, + 73, + 45, + 41, + 73, + 51, + 73, + 45, + 41, + 73, + 51, + 73, + 11, + 10, + 73, + 73, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 51, + 73, + 2, + 10, + 51, + 73, + 73, + 51, + 73, + 51, + 73, + 51, + 73 + ] + } + ] + }, + { + "label": "chain-gin-256", + "hidden_dim": 256, + "num_layers": 3, + "decoder_conv_type": "GIN", + "decoder_edge_mode": "chain", + "trainable_params": 40430, + "best_val_loss": 5.4129, + "train_time_s": 126.7, + "samples_evaluated": 200, + "heuristic_valid": 8, + "heuristic_validity_pct": 4.0, + "avg_type_accuracy": 0.4824, + "avg_unique_pred_types": 1.58, + "top_samples": [ + { + "index": 116, + "num_nodes": 10, + "pred_unique_types": 2, + "orig_unique_types": 4, + "type_accuracy": 0.7, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 10, + 10, + 10, + 10, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 10, + 73, + 73, + 73, + 73 + ] + }, + { + "index": 196, + "num_nodes": 8, + "pred_unique_types": 3, + "orig_unique_types": 4, + "type_accuracy": 0.625, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 10, + 10, + 10, + 10, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 73, + 73, + 73 + ] + }, + { + "index": 8, + "num_nodes": 18, + "pred_unique_types": 2, + "orig_unique_types": 7, + "type_accuracy": 0.6111, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 2, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 2, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 10, + 10, + 49, + 73, + 73, + 73, + 41, + 73, + 73, + 10, + 51, + 73, + 73 + ] + }, + { + "index": 24, + "num_nodes": 51, + "pred_unique_types": 2, + "orig_unique_types": 7, + "type_accuracy": 0.6078, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 12, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 10, + 10, + 73, + 73, + 73, + 43, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 43 + ] + }, + { + "index": 132, + "num_nodes": 117, + "pred_unique_types": 2, + "orig_unique_types": 10, + "type_accuracy": 0.5897, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 11, + 10, + 73, + 73, + 2, + 4, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 38, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 38, + 73, + 10, + 73, + 73, + 41, + 73, + 10, + 73, + 73, + 41, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 49, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 38, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 41, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 41, + 73, + 10, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 157, + "num_nodes": 17, + "pred_unique_types": 2, + "orig_unique_types": 4, + "type_accuracy": 0.5882, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 73, + 73, + 10, + 73, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 0, + "num_nodes": 12, + "pred_unique_types": 2, + "orig_unique_types": 4, + "type_accuracy": 0.5833, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 73, + 10, + 73, + 73, + 73, + 73, + 73 + ] + }, + { + "index": 49, + "num_nodes": 24, + "pred_unique_types": 1, + "orig_unique_types": 8, + "type_accuracy": 0.5833, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 1, + 49, + 73, + 73, + 73, + 2, + 73, + 73, + 38, + 73, + 73, + 73, + 38, + 73, + 10, + 37, + 73, + 49, + 73, + 73, + 51, + 73, + 51, + 73 + ] + }, + { + "index": 43, + "num_nodes": 23, + "pred_unique_types": 3, + "orig_unique_types": 8, + "type_accuracy": 0.5652, + "heuristic_valid": true, + "pred_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 2, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 49, + 49, + 73, + 73, + 73, + 73, + 10, + 49, + 73, + 73, + 73, + 73, + 4, + 52, + 73, + 40, + 73, + 73 + ] + }, + { + "index": 124, + "num_nodes": 23, + "pred_unique_types": 1, + "orig_unique_types": 9, + "type_accuracy": 0.5652, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 19, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 73, + 43, + 49, + 49, + 73, + 73, + 73, + 73, + 73, + 73 + ] + }, + { + "index": 129, + "num_nodes": 18, + "pred_unique_types": 1, + "orig_unique_types": 8, + "type_accuracy": 0.5556, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 3, + 73, + 73, + 73, + 40, + 73, + 10, + 49, + 73, + 73, + 73, + 51, + 73, + 51, + 73 + ] + }, + { + "index": 144, + "num_nodes": 18, + "pred_unique_types": 1, + "orig_unique_types": 4, + "type_accuracy": 0.5556, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 73 + ] + }, + { + "index": 51, + "num_nodes": 20, + "pred_unique_types": 1, + "orig_unique_types": 5, + "type_accuracy": 0.55, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 40, + 73, + 10, + 10, + 73, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 60, + "num_nodes": 20, + "pred_unique_types": 1, + "orig_unique_types": 6, + "type_accuracy": 0.55, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 15, + "num_nodes": 42, + "pred_unique_types": 2, + "orig_unique_types": 9, + "type_accuracy": 0.5476, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 12, + 31, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 10, + 10, + 10, + 49, + 73, + 73, + 73, + 73, + 73, + 49, + 73, + 73, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 10, + 49, + 73, + 73, + 73, + 40, + 73, + 73 + ] + }, + { + "index": 28, + "num_nodes": 11, + "pred_unique_types": 1, + "orig_unique_types": 6, + "type_accuracy": 0.5455, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 73, + 73, + 44, + 10, + 73, + 73, + 51, + 73 + ] + }, + { + "index": 139, + "num_nodes": 11, + "pred_unique_types": 2, + "orig_unique_types": 4, + "type_accuracy": 0.5455, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 10, + 10, + 10, + 10, + 10, + 10, + 10, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 10, + 73, + 73, + 73, + 10, + 73, + 73 + ] + }, + { + "index": 164, + "num_nodes": 24, + "pred_unique_types": 2, + "orig_unique_types": 7, + "type_accuracy": 0.5417, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 4, + 10, + 73, + 73, + 43, + 10, + 73, + 73, + 10, + 73, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 40, + 73 + ] + }, + { + "index": 56, + "num_nodes": 26, + "pred_unique_types": 2, + "orig_unique_types": 8, + "type_accuracy": 0.5385, + "heuristic_valid": false, + "pred_type_ids": [ + 0, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 0 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 12, + 10, + 73, + 73, + 4, + 10, + 10, + 73, + 73, + 73, + 41, + 73, + 10, + 73, + 73, + 40, + 73, + 10, + 73, + 73, + 41, + 73, + 73 + ] + }, + { + "index": 82, + "num_nodes": 13, + "pred_unique_types": 1, + "orig_unique_types": 5, + "type_accuracy": 0.5385, + "heuristic_valid": false, + "pred_type_ids": [ + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73, + 73 + ], + "orig_type_ids": [ + 0, + 73, + 2, + 10, + 73, + 73, + 10, + 73, + 40, + 73, + 40, + 73, + 73 + ] + } + ] + } +] \ No newline at end of file