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dsl_icl_eval-2025_01_30_162403_model-openai-gpt-4o-2024-11-20_fewshot-5

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Autodesk AI Lab 34

[ "cores", "grids", "architecture" ]

{ "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100, "elevations": [ 0, 3, 6, 9 ], "original_elevations": [ 0, 3, 6 ], "heights": [ 0, 0.225, 0.3048, 1, 3 ], "run_args": { "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100 }, "sorter_metadata": { "strategy": "outside_inside", "element_location": "centroid", "distance_method": "chebyshev", "use_relative_xy": false, "inverse": true, "measure": null, "reference_name": null } }

[ "shaft", "slab", "wall", "roof", "grid" ]

{ "cleaned_pred": "<arch> storey 1 elevation 19 slab profile 220 676 220 808 403 808 403 908 864 908 864 676 220 676 thickness 3 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 2 elevation 49 slab profile 222 678 862 678 862 806 403 806 403 808 362 808 362 908 222 908 222 678 thickness 3 hole 46 136 46 182 93 182 93 136 46 136 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow es overlap thickness 3 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 3 elevation 79 roof profile 220 808 220 676 864 676 864 908 403 908 403 808 220 808 thickness 2 eor eost </arch> <grid> storey 1 elevation 19 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 2 elevation 49 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 3 elevation 79 eost </grid>", "dsl_architecture": "storey 1 elevation 19 slab profile 220 676 220 808 403 808 403 908 864 908 864 676 220 676 thickness 3 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 2 elevation 49 slab profile 222 678 862 678 862 806 403 806 403 808 362 808 362 908 222 908 222 678 thickness 3 hole 46 136 46 182 93 182 93 136 46 136 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow es overlap thickness 3 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 3 elevation 79 roof profile 220 808 220 676 864 676 864 908 403 908 403 808 220 808 thickness 2 eor eost", "dsl_cores": "Error: Start token or End token of modality not found", "dsl_grids": "storey 1 elevation 19 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 2 elevation 49 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 3 elevation 79 eost", "dsl_mass": "polygon 220 676 864 676 864 908 403 908 403 808 220 808 220 676 height 30 elevation 19 polygon 220 676 864 676 864 908 403 908 403 808 220 808 220 676 height 30 elevation 49 polygon 220 676 864 676 864 908 403 908 403 808 220 808 220 676 height 30 elevation 79", "full_dsl_generation": "<spec> <mass> <arch> <grid> </spec> <mass> polygon 220 676 864 676 864 908 403 908 403 808 220 808 220 676 height 30 elevation 19 polygon 220 676 864 676 864 908 403 908 403 808 220 808 220 676 height 30 elevation 49 polygon 220 676 864 676 864 908 403 908 403 808 220 808 220 676 height 30 elevation 79 </mass> <arch> storey 1 elevation 19 slab profile 220 676 220 808 403 808 403 908 864 908 864 676 220 676 thickness 3 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 2 elevation 49 slab profile 222 678 862 678 862 806 403 806 403 808 362 808 362 908 222 908 222 678 thickness 3 hole 46 136 46 182 93 182 93 136 46 136 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow es overlap thickness 3 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 3 elevation 79 roof profile 220 808 220 676 864 676 864 908 403 908 403 808 220 808 thickness 2 eor eost </arch> <grid> storey 1 elevation 19 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 2 elevation 49 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 3 elevation 79 eost </grid>", "model_name": "openai/gpt-4o-2024-11-20", "raw_pred": "<arch> storey 1 elevation 19 slab profile 220 676 220 808 403 808 403 908 864 908 864 676 220 676 thickness 3 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 2 elevation 49 slab profile 222 678 862 678 862 806 403 806 403 808 362 808 362 908 222 908 222 678 thickness 3 hole 46 136 46 182 93 182 93 136 46 136 eosl wall axis 222 680 222 808 thickness 4 height 30 eow wall axis 224 806 362 806 thickness 4 height 30 eow wall axis 403 806 864 806 thickness 3 height 30 eow wall axis 362 807 362 908 thickness 2 height 10 eow wall axis 403 807 864 807 thickness 3 height 30 eow wall axis 862 806 862 908 thickness 4 height 30 eow wall axis 862 681 862 805 thickness 2 height 10 eow wall axis 220 678 859 678 thickness 4 height 30 eow wall axis 859 676 859 680 thickness 4 height 30 eow wall axis 493 690 493 737 thickness 1 height 30 eow wall axis 435 737 493 737 thickness 3 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow wall axis 494 691 494 939 thickness 1 height 30 eow wall axis 404 681 404 805 thickness 3 height 30 eow wall axis 405 782 860 782 thickness 2 height 30 eow wall axis 498 939 498 686 thickness 3 height 30 eow wall axis 408 483 860 483 thickness 2 height 30 eow wall axis 220 706 490 706 thickness 3 height 30 eow wall axis 220 739 490 739 thickness 3 height 30 eow es overlap thickness 3 eow wall axis 404 681 408 680 thickness 3 height 30 eow eost storey 3 elevation 79 roof profile 220 808 220 676 864 676 864 908 403 908 403 808 220 808 thickness 2 eor eost </arch> <grid> storey 1 elevation 19 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 2 elevation 49 grid gridline 864 679 403 679 gridline 864 808 362 808 gridline 220 708 863 708 gridline 403 902 863 902 gridline 220 707 490 707 eog grid gridline 224 935 224 690 gridline 498 686 498 939 eog eost storey 3 elevation 79 eost </grid>" }

[ "cores", "grids", "architecture" ]

{ "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100, "elevations": [ 0, 3, 6 ], "original_elevations": [ 0, 3, 6 ], "heights": [ 0, 0.225, 0.3048, 1, 3 ], "run_args": { "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100 }, "sorter_metadata": { "strategy": "outside_inside", "element_location": "centroid", "distance_method": "chebyshev", "use_relative_xy": false, "inverse": true, "measure": null, "reference_name": null } }

[ "shaft", "slab", "wall", "roof", "grid" ]

{ "cleaned_pred": "```xml\n<arch> storey 1 elevation 6 slab profile 400 40 400 172 638 172 638 268 537 268 537 593 770 593 770 40 400 40 thickness 3 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 2 elevation 36 slab profile 402 42 402 172 635 172 635 268 537 268 537 593 770 593 770 42 402 42 thickness 3 hole 135 92 135 140 182 140 182 92 135 92 hole 46 46 46 93 93 93 93 46 46 46 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 3 elevation 66 roof profile 400 172 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 thickness 2 eor eost </arch> <grid> storey 1 elevation 6 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 2 elevation 36 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 3 elevation 66 eost </grid>\n```", "dsl_architecture": "storey 1 elevation 6 slab profile 400 40 400 172 638 172 638 268 537 268 537 593 770 593 770 40 400 40 thickness 3 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 2 elevation 36 slab profile 402 42 402 172 635 172 635 268 537 268 537 593 770 593 770 42 402 42 thickness 3 hole 135 92 135 140 182 140 182 92 135 92 hole 46 46 46 93 93 93 93 46 46 46 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 3 elevation 66 roof profile 400 172 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 thickness 2 eor eost", "dsl_cores": "Error: Start token or End token of modality not found", "dsl_grids": "storey 1 elevation 6 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 2 elevation 36 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 3 elevation 66 eost", "dsl_mass": "polygon 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 400 40 height 30 elevation 6 polygon 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 400 40 height 30 elevation 36", "full_dsl_generation": "<spec> <mass> <arch> <grid> </spec> <mass> polygon 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 400 40 height 30 elevation 6 polygon 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 400 40 height 30 elevation 36 </mass> ```xml\n<arch> storey 1 elevation 6 slab profile 400 40 400 172 638 172 638 268 537 268 537 593 770 593 770 40 400 40 thickness 3 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 2 elevation 36 slab profile 402 42 402 172 635 172 635 268 537 268 537 593 770 593 770 42 402 42 thickness 3 hole 135 92 135 140 182 140 182 92 135 92 hole 46 46 46 93 93 93 93 46 46 46 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 3 elevation 66 roof profile 400 172 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 thickness 2 eor eost </arch> <grid> storey 1 elevation 6 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 2 elevation 36 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 3 elevation 66 eost </grid>\n```", "model_name": "openai/gpt-4o-2024-11-20", "raw_pred": "```xml\n<arch> storey 1 elevation 6 slab profile 400 40 400 172 638 172 638 268 537 268 537 593 770 593 770 40 400 40 thickness 3 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 2 elevation 36 slab profile 402 42 402 172 635 172 635 268 537 268 537 593 770 593 770 42 402 42 thickness 3 hole 135 92 135 140 182 140 182 92 135 92 hole 46 46 46 93 93 93 93 46 46 46 eosl wall axis 402 44 402 172 thickness 4 height 30 eow wall axis 404 170 629 170 thickness 4 height 30 eow wall axis 631 170 633 170 thickness 2 height 10 eow wall axis 635 228 635 268 thickness 3 height 30 eow wall axis 633 224 643 224 thickness 4 height 30 eow wall axis 643 224 691 224 thickness 2 height 30 eow wall axis 638 268 537 268 thickness 1 height 30 eow wall axis 543 593 637 593 thickness 2 height 30 eow wall axis 634 45 770 45 thickness 4 height 30 eow wall axis 770 240 770 267 thickness 3 height 30 eow wall axis 534 45 534 268 thickness 3 height 30 eow wall axis 539 270 539 589 thickness 4 height 30 eow wall axis 543 47 629 47 thickness 2 height 30 eow wall axis 540 268 547 268 thickness 3 height 30 eow wall axis 630 593 630 267 thickness 3 height 30 eow wall axis 770 47 770 589 thickness 3 height 30 eow wall axis 542 46 642 46 thickness 4 height 30 eow wall axis 635 527 635 589 thickness 3 height 30 eow wall axis 633 172 771 172 thickness 4 height 30 eow wall axis 402 46 502 46 thickness 1 height 30 eow wall axis 770 40 770 47 thickness 2 height 10 eow wall axis 530 593 524 593 thickness 3 height 30 eow wall axis 771 48 771 240 thickness 2 height 10 eow wall axis 536 270 536 590 thickness 4 height 30 eow eost storey 3 elevation 66 roof profile 400 172 400 40 770 40 770 593 537 593 537 268 638 268 638 172 400 172 thickness 2 eor eost </arch> <grid> storey 1 elevation 6 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 2 elevation 36 grid gridline 770 45 402 45 gridline 770 172 402 172 gridline 534 109 770 109 gridline 402 128 770 128 gridline 402 47 514 47 gridline 402 68 514 68 gridline 400 228 635 228 gridline 400 268 635 268 gridline 770 240 771 240 gridline 770 270 771 270 gridline 770 321 402 321 gridline 770 363 402 363 eog grid gridline 536 20 536 320 gridline 603 20 603 170 gridline 515 47 770 47 gridline 501 79 501 272 gridline 728 173 728 43 gridline 537 20 537 45 gridline 583 20 583 272 gridline 563 20 563 563 gridline 402 27 402 320 gridline 513 27 514 320 gridline 502 215 569 320 gridline 537 563 537 eog eost storey 3 elevation 66 eost </grid>\n```" }

[ "cores", "grids", "architecture" ]

{ "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100, "elevations": [ 0, 3, 6, 9, 12, 15 ], "original_elevations": [ 0, 3, 6 ], "heights": [ 0, 0.225, 0.3048, 1, 3 ], "run_args": { "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100 }, "sorter_metadata": { "strategy": "outside_inside", "element_location": "centroid", "distance_method": "chebyshev", "use_relative_xy": false, "inverse": true, "measure": null, "reference_name": null } }

[ "shaft", "slab", "wall", "roof", "grid" ]

{ "cleaned_pred": "```xml\n<arch> \n storey 1 elevation 0 \n slab \n profile 21 21 253 21 253 391 153 391 153 528 21 528 21 21 thickness 3 \n eosl \n wall axis 23 25 23 528 thickness 4 height 30 eow \n wall axis 25 526 125 526 thickness 4 height 30 eow \n wall axis 25 477 121 477 thickness 2 height 30 eow \n wall axis 25 248 66 248 thickness 1 height 30 eow \n wall axis 25 304 121 304 thickness 1 height 30 eow \n wall axis 123 503 123 524 thickness 3 height 30 eow \n wall axis 67 247 67 288 thickness 1 height 30 eow \n wall axis 125 526 149 526 thickness 2 height 10 eow \n wall axis 67 173 67 218 thickness 1 height 30 eow \n wall axis 25 172 114 172 thickness 2 height 30 eow \n wall axis 178 390 253 390 thickness 4 height 30 eow \n wall axis 203 321 203 388 thickness 2 height 30 eow \n wall axis 251 317 251 388 thickness 4 height 30 eow \n wall axis 153 319 248 319 thickness 3 height 30 eow \n wall axis 84 25 84 64 thickness 2 height 30 eow \n wall axis 251 172 251 217 thickness 2 height 10 eow \n wall axis 203 25 203 170 thickness 2 height 30 eow \n wall axis 251 21 251 170 thickness 4 height 30 eow \n wall axis 140 25 140 64 thickness 2 height 30 eow \n wall axis 21 23 248 23 thickness 4 height 30 eow \n wall axis 108 25 108 100 thickness 1 height 30 eow \n wall axis 108 101 108 117 thickness 3 height 30 eow \n wall axis 109 104 133 104 thickness 3 height 30 eow \n wall axis 114 172 122 172 thickness 3 height 30 eow \n wall axis 131 107 131 173 thickness 3 height 30 eow \n wall axis 123 174 123 212 thickness 3 height 30 eow \n wall axis 67 219 113 219 thickness 2 height 30 eow \n wall axis 83 65 125 65 thickness 1 height 30 eow \n wall axis 113 219 125 219 thickness 3 height 30 eow \n wall axis 126 65 126 110 thickness 1 height 30 eow \n wall axis 126 217 126 298 thickness 2 height 30 eow \n wall axis 133 104 178 104 thickness 3 height 30 eow \n wall axis 150 391 150 524 thickness 4 height 30 eow \n wall axis 178 171 178 249 thickness 1 height 30 eow \n wall axis 153 173 153 304 thickness 4 height 30 eow \n wall axis 135 104 153 104 thickness 3 height 30 eow \n wall axis 153 119 153 300 thickness 4 height 30 eow \n wall axis 155 302 221 302 thickness 1 height 30 eow \n wall axis 178 248 178 304 thickness 4 height 30 eow \n wall axis 155 300 125 300 thickness 1 height 30 eow \n eost \n storey 2 elevation 30 \n slab \n profile 23 23 253 23 253 390 153 390 153 526 23 526 23 23 thickness 3 \n hole \n 46 91 46 46 93 46 93 91 46 91 \n hole \n 46 91 46 46 93 46 93 91 46 91 \n hole \n 135 319 135 275 182 275 182 319 135 319 \n eosl \n wall axis 23 25 23 528 thickness 4 height 30 eow \n wall axis 25 526 125 526 thickness 4 height 30 eow \n wall axis 25 477 121 477 thickness 2 height 30 eow \n wall axis 25 248 66 248 thickness 1 height 30 eow \n wall axis 25 304 121 304 thickness 1 height 30 eow \n wall axis 123 503 123 524 thickness 3 height 30 eow \n wall axis 67 247 67 288 thickness 1 height 30 eow \n wall axis 125 526 149 526 thickness 2 height 10 eow \n wall axis 67 173 67 218 thickness 1 height 30 eow \n wall axis 25 172 114 172 thickness 2 height 30 eow \n wall axis 178 390 253 390 thickness 4 height 30 eow \n wall axis 203 321 203 388 thickness 2 height 30 eow \n wall axis 251 317 251 388 thickness 4 height 30 eow \n wall axis 153 319 248 319 thickness 3 height 30 eow \n wall axis 84 25 84 64 thickness 2 height 30 eow \n wall axis 251 172 251 217 thickness 2 height 10 eow \n wall axis 203 25 203 170 thickness 2 height 30 eow \n wall axis 251 21 251 170 thickness 4 height 30 eow \n wall axis 140 25 140 64 thickness 2 height 30 eow \n wall axis 21 23 248 23 thickness 4 height 30 eow \n wall axis 108 25 108 100 thickness 1 height 30 eow \n wall axis 108 101 108 117 thickness 3 height 30 eow \n wall axis 109 104 133 104 thickness 3 height 30 eow \n wall axis 114 172 122 172 thickness 3 height 30 eow \n wall axis 131 107 131 173 thickness 3 height 30 eow \n wall axis 123 174 123 212 thickness 3 height 30 eow \n wall axis 67 219 113 219 thickness 2 height 30 eow \n wall axis 83 65 125 65 thickness 1 height 30 eow \n wall axis 113 219 125 219 thickness 3 height 30 eow \n wall axis 126 65 126 110 thickness 1 height 30 eow \n wall axis 126 217 126 298 thickness 2 height 30 eow \n wall axis 133 104 178 104 thickness 3 height 30 eow \n wall axis 150 391 150 524 thickness 4 height 30 eow \n wall axis 178 171 178 249 thickness 1 height 30 eow \n wall axis 153 173 153 304 thickness 4 height 30 eow \n wall axis 135 104 153 104 thickness 3 height 30 eow \n wall axis 153 119 153 300 thickness 4 height 30 eow \n wall axis 155 302 221 302 thickness 1 height 30 eow \n wall axis 178 248 178 304 thickness 4 height 30 eow \n wall axis 155 300 125 300 thickness 1 height 30 eow \n eost \n```", "dsl_architecture": "Error: Start token or End token of modality not found", "dsl_cores": "Error: Start token or End token of modality not found", "dsl_grids": "Error: Start token or End token of modality not found", "dsl_mass": "polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 0 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 30 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 60 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 90 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 120", "full_dsl_generation": "<spec> <mass> <arch> <grid> </spec> <mass> polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 0 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 30 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 60 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 90 polygon 21 21 253 21 253 391 153 391 153 528 21 528 21 21 height 30 elevation 120 </mass> ```xml\n<arch> \n storey 1 elevation 0 \n slab \n profile 21 21 253 21 253 391 153 391 153 528 21 528 21 21 thickness 3 \n eosl \n wall axis 23 25 23 528 thickness 4 height 30 eow \n wall axis 25 526 125 526 thickness 4 height 30 eow \n wall axis 25 477 121 477 thickness 2 height 30 eow \n wall axis 25 248 66 248 thickness 1 height 30 eow \n wall axis 25 304 121 304 thickness 1 height 30 eow \n wall axis 123 503 123 524 thickness 3 height 30 eow \n wall axis 67 247 67 288 thickness 1 height 30 eow \n wall axis 125 526 149 526 thickness 2 height 10 eow \n wall axis 67 173 67 218 thickness 1 height 30 eow \n wall axis 25 172 114 172 thickness 2 height 30 eow \n wall axis 178 390 253 390 thickness 4 height 30 eow \n wall axis 203 321 203 388 thickness 2 height 30 eow \n wall axis 251 317 251 388 thickness 4 height 30 eow \n wall axis 153 319 248 319 thickness 3 height 30 eow \n wall axis 84 25 84 64 thickness 2 height 30 eow \n wall axis 251 172 251 217 thickness 2 height 10 eow \n wall axis 203 25 203 170 thickness 2 height 30 eow \n wall axis 251 21 251 170 thickness 4 height 30 eow \n wall axis 140 25 140 64 thickness 2 height 30 eow \n wall axis 21 23 248 23 thickness 4 height 30 eow \n wall axis 108 25 108 100 thickness 1 height 30 eow \n wall axis 108 101 108 117 thickness 3 height 30 eow \n wall axis 109 104 133 104 thickness 3 height 30 eow \n wall axis 114 172 122 172 thickness 3 height 30 eow \n wall axis 131 107 131 173 thickness 3 height 30 eow \n wall axis 123 174 123 212 thickness 3 height 30 eow \n wall axis 67 219 113 219 thickness 2 height 30 eow \n wall axis 83 65 125 65 thickness 1 height 30 eow \n wall axis 113 219 125 219 thickness 3 height 30 eow \n wall axis 126 65 126 110 thickness 1 height 30 eow \n wall axis 126 217 126 298 thickness 2 height 30 eow \n wall axis 133 104 178 104 thickness 3 height 30 eow \n wall axis 150 391 150 524 thickness 4 height 30 eow \n wall axis 178 171 178 249 thickness 1 height 30 eow \n wall axis 153 173 153 304 thickness 4 height 30 eow \n wall axis 135 104 153 104 thickness 3 height 30 eow \n wall axis 153 119 153 300 thickness 4 height 30 eow \n wall axis 155 302 221 302 thickness 1 height 30 eow \n wall axis 178 248 178 304 thickness 4 height 30 eow \n wall axis 155 300 125 300 thickness 1 height 30 eow \n eost \n storey 2 elevation 30 \n slab \n profile 23 23 253 23 253 390 153 390 153 526 23 526 23 23 thickness 3 \n hole \n 46 91 46 46 93 46 93 91 46 91 \n hole \n 46 91 46 46 93 46 93 91 46 91 \n hole \n 135 319 135 275 182 275 182 319 135 319 \n eosl \n wall axis 23 25 23 528 thickness 4 height 30 eow \n wall axis 25 526 125 526 thickness 4 height 30 eow \n wall axis 25 477 121 477 thickness 2 height 30 eow \n wall axis 25 248 66 248 thickness 1 height 30 eow \n wall axis 25 304 121 304 thickness 1 height 30 eow \n wall axis 123 503 123 524 thickness 3 height 30 eow \n wall axis 67 247 67 288 thickness 1 height 30 eow \n wall axis 125 526 149 526 thickness 2 height 10 eow \n wall axis 67 173 67 218 thickness 1 height 30 eow \n wall axis 25 172 114 172 thickness 2 height 30 eow \n wall axis 178 390 253 390 thickness 4 height 30 eow \n wall axis 203 321 203 388 thickness 2 height 30 eow \n wall axis 251 317 251 388 thickness 4 height 30 eow \n wall axis 153 319 248 319 thickness 3 height 30 eow \n wall axis 84 25 84 64 thickness 2 height 30 eow \n wall axis 251 172 251 217 thickness 2 height 10 eow \n wall axis 203 25 203 170 thickness 2 height 30 eow \n wall axis 251 21 251 170 thickness 4 height 30 eow \n wall axis 140 25 140 64 thickness 2 height 30 eow \n wall axis 21 23 248 23 thickness 4 height 30 eow \n wall axis 108 25 108 100 thickness 1 height 30 eow \n wall axis 108 101 108 117 thickness 3 height 30 eow \n wall axis 109 104 133 104 thickness 3 height 30 eow \n wall axis 114 172 122 172 thickness 3 height 30 eow \n wall axis 131 107 131 173 thickness 3 height 30 eow \n wall axis 123 174 123 212 thickness 3 height 30 eow \n wall axis 67 219 113 219 thickness 2 height 30 eow \n wall axis 83 65 125 65 thickness 1 height 30 eow \n wall axis 113 219 125 219 thickness 3 height 30 eow \n wall axis 126 65 126 110 thickness 1 height 30 eow \n wall axis 126 217 126 298 thickness 2 height 30 eow \n wall axis 133 104 178 104 thickness 3 height 30 eow \n wall axis 150 391 150 524 thickness 4 height 30 eow \n wall axis 178 171 178 249 thickness 1 height 30 eow \n wall axis 153 173 153 304 thickness 4 height 30 eow \n wall axis 135 104 153 104 thickness 3 height 30 eow \n wall axis 153 119 153 300 thickness 4 height 30 eow \n wall axis 155 302 221 302 thickness 1 height 30 eow \n wall axis 178 248 178 304 thickness 4 height 30 eow \n wall axis 155 300 125 300 thickness 1 height 30 eow \n eost \n```", "model_name": "openai/gpt-4o-2024-11-20", "raw_pred": "```xml\n<arch> \n storey 1 elevation 0 \n slab \n profile 21 21 253 21 253 391 153 391 153 528 21 528 21 21 thickness 3 \n eosl \n wall axis 23 25 23 528 thickness 4 height 30 eow \n wall axis 25 526 125 526 thickness 4 height 30 eow \n wall axis 25 477 121 477 thickness 2 height 30 eow \n wall axis 25 248 66 248 thickness 1 height 30 eow \n wall axis 25 304 121 304 thickness 1 height 30 eow \n wall axis 123 503 123 524 thickness 3 height 30 eow \n wall axis 67 247 67 288 thickness 1 height 30 eow \n wall axis 125 526 149 526 thickness 2 height 10 eow \n wall axis 67 173 67 218 thickness 1 height 30 eow \n wall axis 25 172 114 172 thickness 2 height 30 eow \n wall axis 178 390 253 390 thickness 4 height 30 eow \n wall axis 203 321 203 388 thickness 2 height 30 eow \n wall axis 251 317 251 388 thickness 4 height 30 eow \n wall axis 153 319 248 319 thickness 3 height 30 eow \n wall axis 84 25 84 64 thickness 2 height 30 eow \n wall axis 251 172 251 217 thickness 2 height 10 eow \n wall axis 203 25 203 170 thickness 2 height 30 eow \n wall axis 251 21 251 170 thickness 4 height 30 eow \n wall axis 140 25 140 64 thickness 2 height 30 eow \n wall axis 21 23 248 23 thickness 4 height 30 eow \n wall axis 108 25 108 100 thickness 1 height 30 eow \n wall axis 108 101 108 117 thickness 3 height 30 eow \n wall axis 109 104 133 104 thickness 3 height 30 eow \n wall axis 114 172 122 172 thickness 3 height 30 eow \n wall axis 131 107 131 173 thickness 3 height 30 eow \n wall axis 123 174 123 212 thickness 3 height 30 eow \n wall axis 67 219 113 219 thickness 2 height 30 eow \n wall axis 83 65 125 65 thickness 1 height 30 eow \n wall axis 113 219 125 219 thickness 3 height 30 eow \n wall axis 126 65 126 110 thickness 1 height 30 eow \n wall axis 126 217 126 298 thickness 2 height 30 eow \n wall axis 133 104 178 104 thickness 3 height 30 eow \n wall axis 150 391 150 524 thickness 4 height 30 eow \n wall axis 178 171 178 249 thickness 1 height 30 eow \n wall axis 153 173 153 304 thickness 4 height 30 eow \n wall axis 135 104 153 104 thickness 3 height 30 eow \n wall axis 153 119 153 300 thickness 4 height 30 eow \n wall axis 155 302 221 302 thickness 1 height 30 eow \n wall axis 178 248 178 304 thickness 4 height 30 eow \n wall axis 155 300 125 300 thickness 1 height 30 eow \n eost \n storey 2 elevation 30 \n slab \n profile 23 23 253 23 253 390 153 390 153 526 23 526 23 23 thickness 3 \n hole \n 46 91 46 46 93 46 93 91 46 91 \n hole \n 46 91 46 46 93 46 93 91 46 91 \n hole \n 135 319 135 275 182 275 182 319 135 319 \n eosl \n wall axis 23 25 23 528 thickness 4 height 30 eow \n wall axis 25 526 125 526 thickness 4 height 30 eow \n wall axis 25 477 121 477 thickness 2 height 30 eow \n wall axis 25 248 66 248 thickness 1 height 30 eow \n wall axis 25 304 121 304 thickness 1 height 30 eow \n wall axis 123 503 123 524 thickness 3 height 30 eow \n wall axis 67 247 67 288 thickness 1 height 30 eow \n wall axis 125 526 149 526 thickness 2 height 10 eow \n wall axis 67 173 67 218 thickness 1 height 30 eow \n wall axis 25 172 114 172 thickness 2 height 30 eow \n wall axis 178 390 253 390 thickness 4 height 30 eow \n wall axis 203 321 203 388 thickness 2 height 30 eow \n wall axis 251 317 251 388 thickness 4 height 30 eow \n wall axis 153 319 248 319 thickness 3 height 30 eow \n wall axis 84 25 84 64 thickness 2 height 30 eow \n wall axis 251 172 251 217 thickness 2 height 10 eow \n wall axis 203 25 203 170 thickness 2 height 30 eow \n wall axis 251 21 251 170 thickness 4 height 30 eow \n wall axis 140 25 140 64 thickness 2 height 30 eow \n wall axis 21 23 248 23 thickness 4 height 30 eow \n wall axis 108 25 108 100 thickness 1 height 30 eow \n wall axis 108 101 108 117 thickness 3 height 30 eow \n wall axis 109 104 133 104 thickness 3 height 30 eow \n wall axis 114 172 122 172 thickness 3 height 30 eow \n wall axis 131 107 131 173 thickness 3 height 30 eow \n wall axis 123 174 123 212 thickness 3 height 30 eow \n wall axis 67 219 113 219 thickness 2 height 30 eow \n wall axis 83 65 125 65 thickness 1 height 30 eow \n wall axis 113 219 125 219 thickness 3 height 30 eow \n wall axis 126 65 126 110 thickness 1 height 30 eow \n wall axis 126 217 126 298 thickness 2 height 30 eow \n wall axis 133 104 178 104 thickness 3 height 30 eow \n wall axis 150 391 150 524 thickness 4 height 30 eow \n wall axis 178 171 178 249 thickness 1 height 30 eow \n wall axis 153 173 153 304 thickness 4 height 30 eow \n wall axis 135 104 153 104 thickness 3 height 30 eow \n wall axis 153 119 153 300 thickness 4 height 30 eow \n wall axis 155 302 221 302 thickness 1 height 30 eow \n wall axis 178 248 178 304 thickness 4 height 30 eow \n wall axis 155 300 125 300 thickness 1 height 30 eow \n eost \n```" }

[ "cores", "grids", "architecture" ]

{ "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100, "elevations": [ 0, 3, 6, 9, 12, 15 ], "original_elevations": [ 0, 3, 6 ], "heights": [ 0, 0.225, 0.3048, 1, 3 ], "run_args": { "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100 }, "sorter_metadata": { "strategy": "outside_inside", "element_location": "centroid", "distance_method": "chebyshev", "use_relative_xy": false, "inverse": true, "measure": null, "reference_name": null } }

[ "shaft", "slab", "wall", "roof", "grid" ]

{ "cleaned_pred": "```\n<arch> storey 1 elevation 5 slab profile 49 253 49 806 281 806 281 527 181 527 181 385 323 385 323 485 419 485 419 253 49 253 thickness 3 eosl wall axis 51 257 51 806 thickness 4 height 30 eow wall axis 53 804 253 804 thickness 4 height 30 eow wall axis 53 759 250 759 thickness 2 height 30 eow wall axis 53 571 107 571 thickness 1 height 30 eow wall axis 53 661 250 661 thickness 1 height 30 eow wall axis 252 781 252 802 thickness 3 height 30 eow wall axis 109 570 109 615 thickness 1 height 30 eow wall axis 253 804 278 804 thickness 2 height 10 eow wall axis 109 536 109 581 thickness 1 height 30 eow wall axis 53 535 200 535 thickness 2 height 30 eow wall axis 344 483 419 483 thickness 4 height 30 eow wall axis 367 385 367 481 thickness 2 height 30 eow wall axis 417 381 417 481 thickness 4 height 30 eow wall axis 323 383 415 383 thickness 3 height 30 eow wall axis 188 257 188 300 thickness 2 height 30 eow wall axis 417 357 417 381 thickness 2 height 10 eow wall axis 367 257 367 353 thickness 2 height 30 eow wall axis 417 253 417 353 thickness 4 height 30 eow wall axis 288 257 288 300 thickness 2 height 30 eow wall axis 49 255 415 255 thickness 4 height 30 eow wall axis 181 257 181 335 thickness 1 height 30 eow wall axis 181 335 181 353 thickness 3 height 30 eow wall axis 182 337 205 337 thickness 3 height 30 eow wall axis 178 353 186 353 thickness 3 height 30 eow wall axis 203 339 203 357 thickness 3 height 30 eow wall axis 184 353 184 386 thickness 3 height 30 eow wall axis 107 387 184 387 thickness 2 height 30 eow wall axis 187 258 233 258 thickness 1 height 30 eow wall axis 184 387 194 387 thickness 3 height 30 eow wall axis 234 257 234 310 thickness 1 height 30 eow wall axis 205 353 362 353 thickness 3 height 30 eow wall axis 280 257 280 353 thickness 1 height 30 eow wall axis 107 615 250 615 thickness 1 height 30 eow wall axis 53 483 250 483 thickness 1 height 30 eow wall axis 364 257 364 347 thickness 1 height 30 eow wall axis 252 537 252 781 thickness 4 height 30 eow wall axis 364 347 364 357 thickness 4 height 30 eow wall axis 280 383 280 804 thickness 2 height 10 eow wall axis 365 301 409 301 thickness 1 height 30 eow wall axis 366 349 408 349 thickness 3 height 30 eow wall axis 279 383 323 383 thickness 2 height 10 eow wall axis 410 300 410 347 thickness 2 height 30 eow wall axis 410 347 410 357 thickness 4 height 30 eow wall axis 454 301 500 301 thickness 1 height 30 eow wall axis 501 300 501 353 thickness 2 height 30 eow wall axis 412 353 419 353 thickness 4 height 30 eow wall axis 323 257 323 353 thickness 2 height 30 eow wall axis 323 385 323 485 thickness 3 height 30 eow wall axis 325 483 344 483 thickness 4 height 30 eow eost storey 2 elevation 35 slab profile 51 255 51 804 280 804 280 535 323 535 323 383 417 383 417 483 419 483 419 255 51 255 thickness 3 hole 136 136 136 101 182 101 182 136 136 136 hole 135 366 135 411 182 411 182 366 135 366 hole 46 101 46 46 93 46 93 101 46 101 eosl wall axis 51 257 51 806 thickness 4 height 30 eow wall axis 53 804 253 804 thickness 4 height 30 eow wall axis 53 759 250 759 thickness 2 height 30 eow wall axis 53 571 107 571 thickness 1 height 30 eow wall axis 53 661 250 661 thickness 1 height 30 eow wall axis 252 781 252 802 thickness 3 height 30 eow wall axis 109 570 109 615 thickness 1 height 30 eow wall axis 253 804 278 804 thickness 2 height 10 eow wall axis 109 536 109 581 thickness 1 height 30 eow wall axis 53 535 200 535 thickness 2 height 30 eow wall axis 344 483 419 483 thickness 4 height 30 eow wall axis 367 385 367 481 thickness 2 height 30 eow wall axis 417 381 417 481 thickness 4 height 30 eow wall axis 323 383 415 383 thickness 3 height 30 eow wall axis 188 257 188 300 thickness 2 height 30 eow wall axis 417 357 417 381 thickness 2 height 10 eow wall axis 367 257 367 353 thickness 2 height 30 eow wall axis 417 253 417 353 thickness 4 height 30 eow wall axis 288 257 288 300 thickness 2 height 30 eow wall axis 49 255 415 255 thickness 4 height 30 eow wall axis 181 257 181 335 thickness 1 height 30 eow wall axis 181 335 181 353 thickness 3 height 30 eow wall axis 182 337 205 337 thickness 3 height 30 eow wall axis 178 353 186 353 thickness 3 height 30 eow wall axis 203 339 203 357 thickness 3 height 30 eow wall axis 184 353 184 386 thickness 3 height 30 eow wall axis 107 387 184 387 thickness 2 height 30 eow wall axis 187 258 233 258 thickness 1 height 30 eow wall axis 184 387 194 387 thickness 3 height 30 eow wall axis 234 257 234 310 thickness 1 height 30 eow wall axis 205 353 362 353 thickness 3 height 30 eow wall axis 280 257 280 353 thickness 1 height 30 eow wall axis 107 615 250 615 thickness 1 height 30 eow wall axis 53 483 250 483 thickness 1 height 30 eow wall axis 364 257 364 347 thickness 1 height 30 eow wall axis 252 537 252 781 thickness 4 height 30 eow wall axis 364 347 364 357 thickness 4 height 30 eow wall axis 280 383 280 804 thickness 2 height 10 eow wall axis 365 301 409 301 thickness 1 height 30 eow wall axis 366 349 408 349 thickness 3 height 30 eow wall axis 279 383 323 383 thickness 2 height 10 eow wall axis 410 300 410 347 thickness 2 height 30 eow wall axis 410 347 410 357 thickness 4 height 30 eow wall axis 454 301 500 301 thickness 1 height 30 eow wall axis 501 300 501 353 thickness 2 height 30 eow wall axis 412 353 419 353 thickness 4 height 30 eow wall axis 323 257 323 353 thickness 2 height 30 eow wall axis 323 385 323 485 thickness 3 height 30 eow wall axis 325 483 344 483 thickness 4 height 30 eow eost storey 3 elevation 65 slab profile 51 255 51 804 280 804 280 535 323 535 323 383 417 383 417 483 419 483 419 255 51 255 thickness 3", "dsl_architecture": "Error: Start token or End token of modality not found", "dsl_cores": "Error: Start token or End token of modality not found", "dsl_grids": "Error: Start token or End token of modality not found", "dsl_mass": "polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 5 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 35 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 65 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 95 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 125", "full_dsl_generation": "<spec> <mass> <arch> <grid> </spec> <mass> polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 5 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 35 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 65 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 95 polygon 49 253 419 253 419 485 323 485 323 385 181 385 181 527 281 527 281 806 49 806 49 253 height 30 elevation 125 </mass> ```\n<arch> storey 1 elevation 5 slab profile 49 253 49 806 281 806 281 527 181 527 181 385 323 385 323 485 419 485 419 253 49 253 thickness 3 eosl wall axis 51 257 51 806 thickness 4 height 30 eow wall axis 53 804 253 804 thickness 4 height 30 eow wall axis 53 759 250 759 thickness 2 height 30 eow wall axis 53 571 107 571 thickness 1 height 30 eow wall axis 53 661 250 661 thickness 1 height 30 eow wall axis 252 781 252 802 thickness 3 height 30 eow wall axis 109 570 109 615 thickness 1 height 30 eow wall axis 253 804 278 804 thickness 2 height 10 eow wall axis 109 536 109 581 thickness 1 height 30 eow wall axis 53 535 200 535 thickness 2 height 30 eow wall axis 344 483 419 483 thickness 4 height 30 eow wall axis 367 385 367 481 thickness 2 height 30 eow wall axis 417 381 417 481 thickness 4 height 30 eow wall axis 323 383 415 383 thickness 3 height 30 eow wall axis 188 257 188 300 thickness 2 height 30 eow wall axis 417 357 417 381 thickness 2 height 10 eow wall axis 367 257 367 353 thickness 2 height 30 eow wall axis 417 253 417 353 thickness 4 height 30 eow wall axis 288 257 288 300 thickness 2 height 30 eow wall axis 49 255 415 255 thickness 4 height 30 eow wall axis 181 257 181 335 thickness 1 height 30 eow wall axis 181 335 181 353 thickness 3 height 30 eow wall axis 182 337 205 337 thickness 3 height 30 eow wall axis 178 353 186 353 thickness 3 height 30 eow wall axis 203 339 203 357 thickness 3 height 30 eow wall axis 184 353 184 386 thickness 3 height 30 eow wall axis 107 387 184 387 thickness 2 height 30 eow wall axis 187 258 233 258 thickness 1 height 30 eow wall axis 184 387 194 387 thickness 3 height 30 eow wall axis 234 257 234 310 thickness 1 height 30 eow wall axis 205 353 362 353 thickness 3 height 30 eow wall axis 280 257 280 353 thickness 1 height 30 eow wall axis 107 615 250 615 thickness 1 height 30 eow wall axis 53 483 250 483 thickness 1 height 30 eow wall axis 364 257 364 347 thickness 1 height 30 eow wall axis 252 537 252 781 thickness 4 height 30 eow wall axis 364 347 364 357 thickness 4 height 30 eow wall axis 280 383 280 804 thickness 2 height 10 eow wall axis 365 301 409 301 thickness 1 height 30 eow wall axis 366 349 408 349 thickness 3 height 30 eow wall axis 279 383 323 383 thickness 2 height 10 eow wall axis 410 300 410 347 thickness 2 height 30 eow wall axis 410 347 410 357 thickness 4 height 30 eow wall axis 454 301 500 301 thickness 1 height 30 eow wall axis 501 300 501 353 thickness 2 height 30 eow wall axis 412 353 419 353 thickness 4 height 30 eow wall axis 323 257 323 353 thickness 2 height 30 eow wall axis 323 385 323 485 thickness 3 height 30 eow wall axis 325 483 344 483 thickness 4 height 30 eow eost storey 2 elevation 35 slab profile 51 255 51 804 280 804 280 535 323 535 323 383 417 383 417 483 419 483 419 255 51 255 thickness 3 hole 136 136 136 101 182 101 182 136 136 136 hole 135 366 135 411 182 411 182 366 135 366 hole 46 101 46 46 93 46 93 101 46 101 eosl wall axis 51 257 51 806 thickness 4 height 30 eow wall axis 53 804 253 804 thickness 4 height 30 eow wall axis 53 759 250 759 thickness 2 height 30 eow wall axis 53 571 107 571 thickness 1 height 30 eow wall axis 53 661 250 661 thickness 1 height 30 eow wall axis 252 781 252 802 thickness 3 height 30 eow wall axis 109 570 109 615 thickness 1 height 30 eow wall axis 253 804 278 804 thickness 2 height 10 eow wall axis 109 536 109 581 thickness 1 height 30 eow wall axis 53 535 200 535 thickness 2 height 30 eow wall axis 344 483 419 483 thickness 4 height 30 eow wall axis 367 385 367 481 thickness 2 height 30 eow wall axis 417 381 417 481 thickness 4 height 30 eow wall axis 323 383 415 383 thickness 3 height 30 eow wall axis 188 257 188 300 thickness 2 height 30 eow wall axis 417 357 417 381 thickness 2 height 10 eow wall axis 367 257 367 353 thickness 2 height 30 eow wall axis 417 253 417 353 thickness 4 height 30 eow wall axis 288 257 288 300 thickness 2 height 30 eow wall axis 49 255 415 255 thickness 4 height 30 eow wall axis 181 257 181 335 thickness 1 height 30 eow wall axis 181 335 181 353 thickness 3 height 30 eow wall axis 182 337 205 337 thickness 3 height 30 eow wall axis 178 353 186 353 thickness 3 height 30 eow wall axis 203 339 203 357 thickness 3 height 30 eow wall axis 184 353 184 386 thickness 3 height 30 eow wall axis 107 387 184 387 thickness 2 height 30 eow wall axis 187 258 233 258 thickness 1 height 30 eow wall axis 184 387 194 387 thickness 3 height 30 eow wall axis 234 257 234 310 thickness 1 height 30 eow wall axis 205 353 362 353 thickness 3 height 30 eow wall axis 280 257 280 353 thickness 1 height 30 eow wall axis 107 615 250 615 thickness 1 height 30 eow wall axis 53 483 250 483 thickness 1 height 30 eow wall axis 364 257 364 347 thickness 1 height 30 eow wall axis 252 537 252 781 thickness 4 height 30 eow wall axis 364 347 364 357 thickness 4 height 30 eow wall axis 280 383 280 804 thickness 2 height 10 eow wall axis 365 301 409 301 thickness 1 height 30 eow wall axis 366 349 408 349 thickness 3 height 30 eow wall axis 279 383 323 383 thickness 2 height 10 eow wall axis 410 300 410 347 thickness 2 height 30 eow wall axis 410 347 410 357 thickness 4 height 30 eow wall axis 454 301 500 301 thickness 1 height 30 eow wall axis 501 300 501 353 thickness 2 height 30 eow wall axis 412 353 419 353 thickness 4 height 30 eow wall axis 323 257 323 353 thickness 2 height 30 eow wall axis 323 385 323 485 thickness 3 height 30 eow wall axis 325 483 344 483 thickness 4 height 30 eow eost storey 3 elevation 65 slab profile 51 255 51 804 280 804 280 535 323 535 323 383 417 383 417 483 419 483 419 255 51 255 thickness 3", "model_name": "openai/gpt-4o-2024-11-20", "raw_pred": "```\n<arch> storey 1 elevation 5 slab profile 49 253 49 806 281 806 281 527 181 527 181 385 323 385 323 485 419 485 419 253 49 253 thickness 3 eosl wall axis 51 257 51 806 thickness 4 height 30 eow wall axis 53 804 253 804 thickness 4 height 30 eow wall axis 53 759 250 759 thickness 2 height 30 eow wall axis 53 571 107 571 thickness 1 height 30 eow wall axis 53 661 250 661 thickness 1 height 30 eow wall axis 252 781 252 802 thickness 3 height 30 eow wall axis 109 570 109 615 thickness 1 height 30 eow wall axis 253 804 278 804 thickness 2 height 10 eow wall axis 109 536 109 581 thickness 1 height 30 eow wall axis 53 535 200 535 thickness 2 height 30 eow wall axis 344 483 419 483 thickness 4 height 30 eow wall axis 367 385 367 481 thickness 2 height 30 eow wall axis 417 381 417 481 thickness 4 height 30 eow wall axis 323 383 415 383 thickness 3 height 30 eow wall axis 188 257 188 300 thickness 2 height 30 eow wall axis 417 357 417 381 thickness 2 height 10 eow wall axis 367 257 367 353 thickness 2 height 30 eow wall axis 417 253 417 353 thickness 4 height 30 eow wall axis 288 257 288 300 thickness 2 height 30 eow wall axis 49 255 415 255 thickness 4 height 30 eow wall axis 181 257 181 335 thickness 1 height 30 eow wall axis 181 335 181 353 thickness 3 height 30 eow wall axis 182 337 205 337 thickness 3 height 30 eow wall axis 178 353 186 353 thickness 3 height 30 eow wall axis 203 339 203 357 thickness 3 height 30 eow wall axis 184 353 184 386 thickness 3 height 30 eow wall axis 107 387 184 387 thickness 2 height 30 eow wall axis 187 258 233 258 thickness 1 height 30 eow wall axis 184 387 194 387 thickness 3 height 30 eow wall axis 234 257 234 310 thickness 1 height 30 eow wall axis 205 353 362 353 thickness 3 height 30 eow wall axis 280 257 280 353 thickness 1 height 30 eow wall axis 107 615 250 615 thickness 1 height 30 eow wall axis 53 483 250 483 thickness 1 height 30 eow wall axis 364 257 364 347 thickness 1 height 30 eow wall axis 252 537 252 781 thickness 4 height 30 eow wall axis 364 347 364 357 thickness 4 height 30 eow wall axis 280 383 280 804 thickness 2 height 10 eow wall axis 365 301 409 301 thickness 1 height 30 eow wall axis 366 349 408 349 thickness 3 height 30 eow wall axis 279 383 323 383 thickness 2 height 10 eow wall axis 410 300 410 347 thickness 2 height 30 eow wall axis 410 347 410 357 thickness 4 height 30 eow wall axis 454 301 500 301 thickness 1 height 30 eow wall axis 501 300 501 353 thickness 2 height 30 eow wall axis 412 353 419 353 thickness 4 height 30 eow wall axis 323 257 323 353 thickness 2 height 30 eow wall axis 323 385 323 485 thickness 3 height 30 eow wall axis 325 483 344 483 thickness 4 height 30 eow eost storey 2 elevation 35 slab profile 51 255 51 804 280 804 280 535 323 535 323 383 417 383 417 483 419 483 419 255 51 255 thickness 3 hole 136 136 136 101 182 101 182 136 136 136 hole 135 366 135 411 182 411 182 366 135 366 hole 46 101 46 46 93 46 93 101 46 101 eosl wall axis 51 257 51 806 thickness 4 height 30 eow wall axis 53 804 253 804 thickness 4 height 30 eow wall axis 53 759 250 759 thickness 2 height 30 eow wall axis 53 571 107 571 thickness 1 height 30 eow wall axis 53 661 250 661 thickness 1 height 30 eow wall axis 252 781 252 802 thickness 3 height 30 eow wall axis 109 570 109 615 thickness 1 height 30 eow wall axis 253 804 278 804 thickness 2 height 10 eow wall axis 109 536 109 581 thickness 1 height 30 eow wall axis 53 535 200 535 thickness 2 height 30 eow wall axis 344 483 419 483 thickness 4 height 30 eow wall axis 367 385 367 481 thickness 2 height 30 eow wall axis 417 381 417 481 thickness 4 height 30 eow wall axis 323 383 415 383 thickness 3 height 30 eow wall axis 188 257 188 300 thickness 2 height 30 eow wall axis 417 357 417 381 thickness 2 height 10 eow wall axis 367 257 367 353 thickness 2 height 30 eow wall axis 417 253 417 353 thickness 4 height 30 eow wall axis 288 257 288 300 thickness 2 height 30 eow wall axis 49 255 415 255 thickness 4 height 30 eow wall axis 181 257 181 335 thickness 1 height 30 eow wall axis 181 335 181 353 thickness 3 height 30 eow wall axis 182 337 205 337 thickness 3 height 30 eow wall axis 178 353 186 353 thickness 3 height 30 eow wall axis 203 339 203 357 thickness 3 height 30 eow wall axis 184 353 184 386 thickness 3 height 30 eow wall axis 107 387 184 387 thickness 2 height 30 eow wall axis 187 258 233 258 thickness 1 height 30 eow wall axis 184 387 194 387 thickness 3 height 30 eow wall axis 234 257 234 310 thickness 1 height 30 eow wall axis 205 353 362 353 thickness 3 height 30 eow wall axis 280 257 280 353 thickness 1 height 30 eow wall axis 107 615 250 615 thickness 1 height 30 eow wall axis 53 483 250 483 thickness 1 height 30 eow wall axis 364 257 364 347 thickness 1 height 30 eow wall axis 252 537 252 781 thickness 4 height 30 eow wall axis 364 347 364 357 thickness 4 height 30 eow wall axis 280 383 280 804 thickness 2 height 10 eow wall axis 365 301 409 301 thickness 1 height 30 eow wall axis 366 349 408 349 thickness 3 height 30 eow wall axis 279 383 323 383 thickness 2 height 10 eow wall axis 410 300 410 347 thickness 2 height 30 eow wall axis 410 347 410 357 thickness 4 height 30 eow wall axis 454 301 500 301 thickness 1 height 30 eow wall axis 501 300 501 353 thickness 2 height 30 eow wall axis 412 353 419 353 thickness 4 height 30 eow wall axis 323 257 323 353 thickness 2 height 30 eow wall axis 323 385 323 485 thickness 3 height 30 eow wall axis 325 483 344 483 thickness 4 height 30 eow eost storey 3 elevation 65 slab profile 51 255 51 804 280 804 280 535 323 535 323 383 417 383 417 483 419 483 419 255 51 255 thickness 3" }

[ "cores", "grids", "architecture" ]

{ "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100, "elevations": [ 0, 3, 6 ], "original_elevations": [ 0, 3, 6 ], "heights": [ 0, 0.225, 0.3048, 1, 3 ], "run_args": { "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100 }, "sorter_metadata": { "strategy": "outside_inside", "element_location": "centroid", "distance_method": "chebyshev", "use_relative_xy": false, "inverse": true, "measure": null, "reference_name": null } }

[ "shaft", "slab", "wall", "roof", "grid" ]

{ "cleaned_pred": "```\n<arch> storey 1 elevation 0 slab profile 21 21 21 528 253 528 253 249 153 249 153 21 21 21 thickness 3 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 2 elevation 30 slab profile 23 23 23 526 251 526 251 247 153 247 153 23 23 23 thickness 3 hole 46 46 46 91 93 91 93 46 46 46 hole 135 182 135 226 182 226 182 182 135 182 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 3 elevation 60 roof profile 21 528 21 21 153 21 153 249 253 249 253 528 21 528 thickness 2 eor eost </arch> <grid> storey 1 elevation 0 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 2 elevation 30 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 3 elevation 60 eost </grid>\n```", "dsl_architecture": "storey 1 elevation 0 slab profile 21 21 21 528 253 528 253 249 153 249 153 21 21 21 thickness 3 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 2 elevation 30 slab profile 23 23 23 526 251 526 251 247 153 247 153 23 23 23 thickness 3 hole 46 46 46 91 93 91 93 46 46 46 hole 135 182 135 226 182 226 182 182 135 182 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 3 elevation 60 roof profile 21 528 21 21 153 21 153 249 253 249 253 528 21 528 thickness 2 eor eost", "dsl_cores": "Error: Start token or End token of modality not found", "dsl_grids": "storey 1 elevation 0 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 2 elevation 30 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 3 elevation 60 eost", "dsl_mass": "polygon 21 21 153 21 153 249 253 249 253 528 21 528 21 21 height 30 elevation 0 polygon 21 21 153 21 153 249 253 249 253 528 21 528 21 21 height 30 elevation 30", "full_dsl_generation": "<spec> <mass> <arch> <grid> </spec> <mass> polygon 21 21 153 21 153 249 253 249 253 528 21 528 21 21 height 30 elevation 0 polygon 21 21 153 21 153 249 253 249 253 528 21 528 21 21 height 30 elevation 30 </mass> ```\n<arch> storey 1 elevation 0 slab profile 21 21 21 528 253 528 253 249 153 249 153 21 21 21 thickness 3 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 2 elevation 30 slab profile 23 23 23 526 251 526 251 247 153 247 153 23 23 23 thickness 3 hole 46 46 46 91 93 91 93 46 46 46 hole 135 182 135 226 182 226 182 182 135 182 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 3 elevation 60 roof profile 21 528 21 21 153 21 153 249 253 249 253 528 21 528 thickness 2 eor eost </arch> <grid> storey 1 elevation 0 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 2 elevation 30 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 3 elevation 60 eost </grid>\n```", "model_name": "openai/gpt-4o-2024-11-20", "raw_pred": "```\n<arch> storey 1 elevation 0 slab profile 21 21 21 528 253 528 253 249 153 249 153 21 21 21 thickness 3 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 2 elevation 30 slab profile 23 23 23 526 251 526 251 247 153 247 153 23 23 23 thickness 3 hole 46 46 46 91 93 91 93 46 46 46 hole 135 182 135 226 182 226 182 182 135 182 eosl wall axis 23 23 23 528 thickness 4 height 30 eow wall axis 23 250 124 250 thickness 4 height 30 eow wall axis 23 228 120 228 thickness 2 height 30 eow wall axis 23 126 78 126 thickness 1 height 30 eow wall axis 23 154 120 154 thickness 1 height 30 eow wall axis 122 216 122 247 thickness 3 height 30 eow wall axis 80 125 80 171 thickness 1 height 30 eow wall axis 124 250 149 250 thickness 2 height 10 eow wall axis 80 100 80 145 thickness 1 height 30 eow wall axis 23 100 109 100 thickness 2 height 30 eow wall axis 198 247 253 247 thickness 4 height 30 eow wall axis 220 153 220 243 thickness 2 height 30 eow wall axis 251 149 251 243 thickness 4 height 30 eow wall axis 153 151 249 151 thickness 3 height 30 eow wall axis 106 23 106 66 thickness 2 height 30 eow wall axis 251 125 251 149 thickness 2 height 10 eow wall axis 220 23 220 121 thickness 2 height 30 eow wall axis 251 21 251 121 thickness 4 height 30 eow wall axis 178 23 178 66 thickness 2 height 30 eow wall axis 21 23 249 23 thickness 4 height 30 eow wall axis 74 23 74 101 thickness 1 height 30 eow wall axis 74 101 74 121 thickness 3 height 30 eow wall axis 78 103 101 103 thickness 3 height 30 eow wall axis 109 121 109 143 thickness 3 height 30 eow wall axis 98 103 98 121 thickness 3 height 30 eow wall axis 82 145 129 145 thickness 2 height 30 eow wall axis 105 101 105 250 thickness 1 height 30 eow wall axis 98 249 153 249 thickness 1 height 30 eow wall axis 109 249 109 311 thickness 4 height 30 eow wall axis 149 151 153 151 thickness 2 height 10 eow wall axis 122 216 122 311 thickness 4 height 30 eow wall axis 153 216 153 247 thickness 2 height 30 eow wall axis 149 311 249 311 thickness 3 height 30 eow wall axis 153 250 198 250 thickness 2 height 30 eow eost storey 3 elevation 60 roof profile 21 528 21 21 153 21 153 249 253 249 253 528 21 528 thickness 2 eor eost </arch> <grid> storey 1 elevation 0 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 2 elevation 30 grid gridline 273 23 1 23 gridline 273 151 89 151 gridline 1 67 273 67 gridline 1 121 273 121 gridline 1 145 186 145 gridline 1 228 273 228 gridline 1 250 273 250 gridline 1 311 186 311 gridline 1 357 186 357 gridline 1 403 186 403 gridline 1 449 186 449 gridline 1 497 186 497 gridline 1 526 186 526 eog grid gridline 122 3 122 549 gridline 153 3 153 172 gridline 23 1 23 549 gridline 80 1 80 549 gridline 124 1 124 121 gridline 149 1 149 311 gridline 178 1 178 311 gridline 220 1 220 311 gridline 251 1 251 311 gridline 273 1 273 311 eog eost storey 3 elevation 60 eost </grid>\n```" }

[ "cores", "grids", "architecture" ]

{ "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100, "elevations": [ 0, 3, 6 ], "original_elevations": [ 0, 3, 6 ], "heights": [ 0, 0.225, 0.3048, 1, 3 ], "run_args": { "input_path": "/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifamily_130K/ir/train_tilegpt_multifamily_130K_ir.jsonl", "entity_types": [ "IfcWall", "IfcSlab", "IfcGrid", "IfcGridAxis" ], "rounding_digits": 4, "normalize_units": true, "verbose": false, "sorter_strategy": "outside_inside", "sorter_element_location": null, "sorter_distance_method": null, "sorter_use_relative_xy": null, "_num_elements": 11856335, "original_global_min": 0, "original_global_max": 96, "global_min": 0, "global_max": 100, "fixed_dsl_global_min": 0, "fixed_dsl_global_max": 100 }, "sorter_metadata": { "strategy": "outside_inside", "element_location": "centroid", "distance_method": "chebyshev", "use_relative_xy": false, "inverse": true, "measure": null, "reference_name": null } }

[ "shaft", "slab", "wall", "roof", "grid" ]

{ "cleaned_pred": "<arch> storey 1 elevation 23 slab profile 475 385 890 385 890 617 475 617 475 385 thickness 3 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 2 elevation 53 slab profile 477 387 888 387 888 615 477 615 477 387 thickness 3 hole 136 282 136 327 182 327 182 282 136 282 hole 319 136 319 182 365 182 365 136 319 136 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 3 elevation 83 roof profile 475 617 475 385 890 385 890 617 475 617 thickness 2 eor eost </arch> <grid> storey 1 elevation 23 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 2 elevation 53 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 3 elevation 83 eost </grid>", "dsl_architecture": "storey 1 elevation 23 slab profile 475 385 890 385 890 617 475 617 475 385 thickness 3 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 2 elevation 53 slab profile 477 387 888 387 888 615 477 615 477 387 thickness 3 hole 136 282 136 327 182 327 182 282 136 282 hole 319 136 319 182 365 182 365 136 319 136 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 3 elevation 83 roof profile 475 617 475 385 890 385 890 617 475 617 thickness 2 eor eost", "dsl_cores": "Error: Start token or End token of modality not found", "dsl_grids": "storey 1 elevation 23 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 2 elevation 53 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 3 elevation 83 eost", "dsl_mass": "polygon 475 385 890 385 890 617 475 617 475 385 height 30 elevation 23 polygon 475 385 890 385 890 617 475 617 475 385 height 30 elevation 53", "full_dsl_generation": "<spec> <mass> <arch> <grid> </spec> <mass> polygon 475 385 890 385 890 617 475 617 475 385 height 30 elevation 23 polygon 475 385 890 385 890 617 475 617 475 385 height 30 elevation 53 </mass> <arch> storey 1 elevation 23 slab profile 475 385 890 385 890 617 475 617 475 385 thickness 3 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 2 elevation 53 slab profile 477 387 888 387 888 615 477 615 477 387 thickness 3 hole 136 282 136 327 182 327 182 282 136 282 hole 319 136 319 182 365 182 365 136 319 136 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 3 elevation 83 roof profile 475 617 475 385 890 385 890 617 475 617 thickness 2 eor eost </arch> <grid> storey 1 elevation 23 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 2 elevation 53 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 3 elevation 83 eost </grid>", "model_name": "openai/gpt-4o-2024-11-20", "raw_pred": "<arch> storey 1 elevation 23 slab profile 475 385 890 385 890 617 475 617 475 385 thickness 3 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 2 elevation 53 slab profile 477 387 888 387 888 615 477 615 477 387 thickness 3 hole 136 282 136 327 182 327 182 282 136 282 hole 319 136 319 182 365 182 365 136 319 136 eosl wall axis 477 389 477 617 thickness 4 height 30 eow wall axis 479 615 880 615 thickness 4 height 30 eow wall axis 888 613 888 387 thickness 4 height 30 eow wall axis 475 387 885 387 thickness 4 height 30 eow wall axis 479 437 874 437 thickness 1 height 30 eow wall axis 479 492 874 492 thickness 1 height 30 eow wall axis 479 547 874 547 thickness 1 height 30 eow wall axis 479 602 874 602 thickness 1 height 30 eow wall axis 875 437 885 437 thickness 2 height 10 eow wall axis 875 492 885 492 thickness 2 height 10 eow wall axis 875 547 885 547 thickness 2 height 10 eow wall axis 875 602 885 602 thickness 2 height 10 eow eost storey 3 elevation 83 roof profile 475 617 475 385 890 385 890 617 475 617 thickness 2 eor eost </arch> <grid> storey 1 elevation 23 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 2 elevation 53 grid gridline 475 407 890 407 gridline 475 462 890 462 gridline 475 517 890 517 gridline 475 572 890 572 eog grid gridline 498 384 498 617 gridline 531 384 531 617 gridline 564 384 564 617 gridline 597 384 597 617 gridline 630 384 630 617 gridline 663 384 663 617 gridline 696 384 696 617 gridline 729 384 729 617 gridline 762 384 762 617 gridline 795 384 795 617 gridline 828 384 828 617 gridline 861 384 861 617 eog eost storey 3 elevation 83 eost </grid>" }

[ "cores", "grids", "architecture" ]

{"input_path":"/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifami(...TRUNCATED)

[ "shaft", "slab", "wall", "roof", "grid" ]

{"cleaned_pred":"```<arch> storey 1 elevation 25 slab profile 39 751 39 883 546 883 546 783 642 783 (...TRUNCATED)

[ "cores", "grids", "architecture" ]

{"input_path":"/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifami(...TRUNCATED)

[ "shaft", "slab", "wall", "roof", "grid" ]

{"cleaned_pred":"<arch> storey 1 elevation 0 slab profile 21 21 21 436 153 436 153 153 295 153 295 2(...TRUNCATED)

[ "cores", "grids", "architecture" ]

{"input_path":"/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifami(...TRUNCATED)

[ "shaft", "slab", "wall", "roof", "grid" ]

{"cleaned_pred":"```<arch> storey 1 elevation 0 slab profile 21 21 21 153 166 153 166 259 21 259 21 (...TRUNCATED)

[ "cores", "grids", "architecture" ]

{"input_path":"/home/sagemaker-user/repos/gaia-aec-ml-exploration/dsl_library/data/tilegpt_multifami(...TRUNCATED)

[ "shaft", "slab", "wall", "roof", "grid" ]

{"cleaned_pred":"<arch> storey 1 elevation 16 slab profile 535 354 535 586 905 586 905 354 535 354 t(...TRUNCATED)