constructelligence's picture
Publish mf-0.2: completed GPU fine-tune (val 46.6%, 2.3x mf-0.1) + new model card with metrics/ONNX
b774c08 verified
Raw History Blame Contribute Delete
17.5 kB
{
"add_cross_attention": false,
"architectures": [
"BertForSequenceClassification"
],
"attention_probs_dropout_prob": 0.1,
"bos_token_id": null,
"classifier_dropout": null,
"dtype": "float32",
"eos_token_id": null,
"hidden_act": "gelu",
"hidden_dropout_prob": 0.1,
"hidden_size": 384,
"id2label": {
"0": "01 10 00 Summary of Work",
"1": "01 20 00 Price and Payment Procedures",
"2": "01 30 00 Administrative Requirements",
"3": "01 40 00 Quality Requirements",
"4": "01 50 00 Temporary Facilities and Controls",
"5": "01 70 00 Execution and Closeout Requirements",
"6": "01 90 00 Commissioning and Life Cycle Activities",
"7": "02 30 00 Subsurface Investigation",
"8": "02 40 00 Demolition and Structure Moving",
"9": "02 50 00 Site Remediation",
"10": "02 60 00 Contaminated Site Material Removal",
"11": "02 70 00 Water Remediation",
"12": "02 80 00 Facility Remediation (Asbestos, Lead, Mold)",
"13": "03 00 00 Concrete Rehabilitation and Common Work",
"14": "03 10 00 Concrete Forming and Accessories",
"15": "03 20 00 Concrete Reinforcing",
"16": "03 30 00 Cast-in-Place Concrete",
"17": "03 40 00 Precast Concrete",
"18": "03 50 00 Cast Decks and Underlayment",
"19": "03 60 00 Grouting",
"20": "03 70 00 Mass Concrete",
"21": "04 00 00 Masonry Restoration and Common Work",
"22": "04 20 00 Unit Masonry",
"23": "05 00 00 Metals Common Work (Anchors, Welding)",
"24": "05 10 00 Structural Metal Framing",
"25": "05 20 00 Metal Joists",
"26": "05 30 00 Metal Decking",
"27": "05 40 00 Cold-Formed Metal Framing",
"28": "05 50 00 Metal Fabrications",
"29": "05 70 00 Decorative Metal",
"30": "06 10 00 Rough Carpentry",
"31": "06 20 00 Finish Carpentry",
"32": "06 40 00 Architectural Woodwork",
"33": "06 60 00 Plastic Fabrications",
"34": "06 70 00 Structural Composites (FRP)",
"35": "06 80 00 Composite Fabrications",
"36": "07 10 00 Dampproofing and Waterproofing",
"37": "07 20 00 Thermal Protection (Insulation, Air Barriers)",
"38": "07 30 00 Steep Slope Roofing",
"39": "07 40 00 Roofing and Siding Panels",
"40": "07 50 00 Membrane Roofing",
"41": "07 60 00 Flashing and Sheet Metal",
"42": "07 70 00 Roof and Wall Specialties and Accessories",
"43": "07 80 00 Fire and Smoke Protection",
"44": "07 90 00 Joint Protection (Sealants)",
"45": "08 00 00 Openings Maintenance and Common Work",
"46": "08 10 00 Doors and Frames",
"47": "08 20 00 Composite and Plastic Doors",
"48": "08 30 00 Specialty Doors and Frames",
"49": "08 40 00 Entrances, Storefronts, and Curtain Walls",
"50": "08 50 00 Windows",
"51": "08 60 00 Roof Windows and Skylights",
"52": "08 70 00 Door Hardware",
"53": "08 80 00 Glazing",
"54": "08 90 00 Louvers and Vents",
"55": "09 00 00 Finishes Preparation and Schedules",
"56": "09 20 00 Plaster and Gypsum Board",
"57": "09 30 00 Tiling",
"58": "09 50 00 Ceilings",
"59": "09 60 00 Flooring",
"60": "09 70 00 Wall Finishes",
"61": "09 80 00 Acoustic Treatment",
"62": "09 90 00 Painting and Coating",
"63": "10 10 00 Information Specialties (Signage, Boards)",
"64": "10 20 00 Interior Specialties (Partitions, Accessories)",
"65": "10 40 00 Safety Specialties",
"66": "10 50 00 Storage Specialties (Lockers, Shelving)",
"67": "11 00 00 Equipment Common Work",
"68": "11 10 00 Vehicle and Loading Dock Equipment",
"69": "11 30 00 Residential Equipment",
"70": "11 40 00 Foodservice Equipment",
"71": "11 50 00 Educational and Scientific Equipment",
"72": "11 60 00 Entertainment and Recreation Equipment",
"73": "11 70 00 Healthcare Equipment",
"74": "11 80 00 Collection and Disposal Equipment",
"75": "12 00 00 Furnishings General (FF&E)",
"76": "12 20 00 Window Treatments",
"77": "12 30 00 Casework",
"78": "12 40 00 Furnishings and Accessories",
"79": "12 50 00 Furniture",
"80": "12 60 00 Multiple Seating",
"81": "12 90 00 Other Furnishings (Site Furnishings)",
"82": "13 10 00 Special Facility Components",
"83": "13 20 00 Special Purpose Rooms",
"84": "13 30 00 Special Structures (Pre-Engineered Buildings)",
"85": "13 40 00 Integrated Construction (Shielding, Seismic)",
"86": "13 50 00 Special Instrumentation",
"87": "14 20 00 Elevators",
"88": "14 90 00 Other Conveying Equipment",
"89": "21 10 00 Water-Based Fire Suppression (Sprinklers, Standpipes)",
"90": "21 20 00 Fire-Extinguishing Systems",
"91": "21 30 00 Fire Pumps",
"92": "22 00 00 Plumbing General (incl. Fixtures)",
"93": "22 10 00 Plumbing Piping and Pumps",
"94": "22 30 00 Plumbing Equipment (Water Heaters, Softeners)",
"95": "22 60 00 Gas and Vacuum Systems for Healthcare and Labs",
"96": "23 00 00 HVAC Common Work (Piping, Insulation, TAB, Controls)",
"97": "23 10 00 Facility Fuel Systems",
"98": "23 20 00 HVAC Piping and Pumps",
"99": "23 30 00 HVAC Air Distribution",
"100": "23 40 00 HVAC Air Cleaning Devices",
"101": "23 50 00 Central Heating Equipment",
"102": "23 60 00 Central Cooling Equipment",
"103": "23 70 00 Central HVAC Equipment",
"104": "23 80 00 Decentralized HVAC Equipment",
"105": "25 00 00 Integrated Automation Common Work",
"106": "25 10 00 Integrated Automation Network Equipment",
"107": "26 00 00 Electrical Common Work (Wire, Cable, Grounding)",
"108": "26 10 00 Medium-Voltage Electrical Distribution",
"109": "26 20 00 Low-Voltage Electrical Distribution",
"110": "26 30 00 Power Generating and Storing Equipment",
"111": "26 40 00 Electrical and Cathodic Protection",
"112": "26 50 00 Lighting",
"113": "27 00 00 Communications Common Work",
"114": "27 10 00 Structured Cabling",
"115": "27 40 00 Audio-Video Communications",
"116": "27 50 00 Distributed Communications and Monitoring",
"117": "28 00 00 Electronic Safety and Security Common Work",
"118": "28 10 00 Electronic Security and Access Control",
"119": "28 20 00 Electronic Surveillance and Monitoring",
"120": "28 30 00 Detection and Alarm (incl. Fire Alarm)",
"121": "31 00 00 Earthwork General",
"122": "31 10 00 Site Clearing",
"123": "31 20 00 Earth Moving",
"124": "31 30 00 Earthwork Methods (Soil Treatment, Stabilization)",
"125": "31 40 00 Shoring and Underpinning",
"126": "31 50 00 Excavation Support and Protection",
"127": "31 60 00 Special Foundations (Piles, Caissons)",
"128": "31 70 00 Tunneling and Mining",
"129": "32 00 00 Exterior Improvements Maintenance",
"130": "32 10 00 Bases, Ballasts, and Paving",
"131": "32 30 00 Site Improvements (Fences, Gates)",
"132": "32 80 00 Irrigation",
"133": "32 90 00 Planting",
"134": "33 00 00 Utilities Maintenance and Common Work",
"135": "33 10 00 Water Utilities",
"136": "33 20 00 Wells",
"137": "33 30 00 Sanitary Sewerage Utilities",
"138": "33 40 00 Storm Drainage Utilities",
"139": "33 50 00 Fuel Distribution Utilities",
"140": "33 60 00 Hydronic and Steam Energy Utilities",
"141": "33 70 00 Electrical Utilities",
"142": "33 80 00 Communications Utilities",
"143": "34 10 00 Guideways and Railways",
"144": "34 60 00 Vehicle Charging Facilities",
"145": "34 70 00 Transportation Construction and Equipment",
"146": "35 00 00 Waterway and Marine Common Work",
"147": "35 20 00 Waterway and Marine Construction Equipment (Gates)",
"148": "35 30 00 Coastal Construction",
"149": "35 40 00 Waterway Construction (Levees, Pumps)",
"150": "35 50 00 Marine Construction (Piers, Fenders)",
"151": "35 70 00 Dam Construction",
"152": "40 00 00 Process Piping and Common Work",
"153": "40 10 00 Gas and Vapor Process Piping",
"154": "40 60 00 Process Control",
"155": "41 20 00 Piece Material Handling Equipment (Cranes, Hoists)",
"156": "41 30 00 Manufacturing Equipment",
"157": "41 60 00 Mobile Plant Equipment",
"158": "43 20 00 Liquid Handling Equipment",
"159": "43 30 00 Gas and Liquid Purification Equipment",
"160": "44 10 00 Air Pollution Control",
"161": "44 40 00 Water Pollution Control",
"162": "46 00 00 Water and Wastewater Equipment Common Work",
"163": "46 20 00 Preliminary Treatment Equipment",
"164": "46 30 00 Chemical Feed Equipment",
"165": "46 40 00 Clarification and Mixing Equipment",
"166": "46 50 00 Secondary Treatment Equipment",
"167": "46 60 00 Advanced Treatment and Disinfection Equipment",
"168": "46 70 00 Residuals Handling and Treatment",
"169": "48 00 00 Power Generation Common Work",
"170": "48 10 00 Power Generation Equipment (Solar, Wind)"
},
"initializer_range": 0.02,
"intermediate_size": 1536,
"is_decoder": false,
"label2id": {
"01 10 00 Summary of Work": 0,
"01 20 00 Price and Payment Procedures": 1,
"01 30 00 Administrative Requirements": 2,
"01 40 00 Quality Requirements": 3,
"01 50 00 Temporary Facilities and Controls": 4,
"01 70 00 Execution and Closeout Requirements": 5,
"01 90 00 Commissioning and Life Cycle Activities": 6,
"02 30 00 Subsurface Investigation": 7,
"02 40 00 Demolition and Structure Moving": 8,
"02 50 00 Site Remediation": 9,
"02 60 00 Contaminated Site Material Removal": 10,
"02 70 00 Water Remediation": 11,
"02 80 00 Facility Remediation (Asbestos, Lead, Mold)": 12,
"03 00 00 Concrete Rehabilitation and Common Work": 13,
"03 10 00 Concrete Forming and Accessories": 14,
"03 20 00 Concrete Reinforcing": 15,
"03 30 00 Cast-in-Place Concrete": 16,
"03 40 00 Precast Concrete": 17,
"03 50 00 Cast Decks and Underlayment": 18,
"03 60 00 Grouting": 19,
"03 70 00 Mass Concrete": 20,
"04 00 00 Masonry Restoration and Common Work": 21,
"04 20 00 Unit Masonry": 22,
"05 00 00 Metals Common Work (Anchors, Welding)": 23,
"05 10 00 Structural Metal Framing": 24,
"05 20 00 Metal Joists": 25,
"05 30 00 Metal Decking": 26,
"05 40 00 Cold-Formed Metal Framing": 27,
"05 50 00 Metal Fabrications": 28,
"05 70 00 Decorative Metal": 29,
"06 10 00 Rough Carpentry": 30,
"06 20 00 Finish Carpentry": 31,
"06 40 00 Architectural Woodwork": 32,
"06 60 00 Plastic Fabrications": 33,
"06 70 00 Structural Composites (FRP)": 34,
"06 80 00 Composite Fabrications": 35,
"07 10 00 Dampproofing and Waterproofing": 36,
"07 20 00 Thermal Protection (Insulation, Air Barriers)": 37,
"07 30 00 Steep Slope Roofing": 38,
"07 40 00 Roofing and Siding Panels": 39,
"07 50 00 Membrane Roofing": 40,
"07 60 00 Flashing and Sheet Metal": 41,
"07 70 00 Roof and Wall Specialties and Accessories": 42,
"07 80 00 Fire and Smoke Protection": 43,
"07 90 00 Joint Protection (Sealants)": 44,
"08 00 00 Openings Maintenance and Common Work": 45,
"08 10 00 Doors and Frames": 46,
"08 20 00 Composite and Plastic Doors": 47,
"08 30 00 Specialty Doors and Frames": 48,
"08 40 00 Entrances, Storefronts, and Curtain Walls": 49,
"08 50 00 Windows": 50,
"08 60 00 Roof Windows and Skylights": 51,
"08 70 00 Door Hardware": 52,
"08 80 00 Glazing": 53,
"08 90 00 Louvers and Vents": 54,
"09 00 00 Finishes Preparation and Schedules": 55,
"09 20 00 Plaster and Gypsum Board": 56,
"09 30 00 Tiling": 57,
"09 50 00 Ceilings": 58,
"09 60 00 Flooring": 59,
"09 70 00 Wall Finishes": 60,
"09 80 00 Acoustic Treatment": 61,
"09 90 00 Painting and Coating": 62,
"10 10 00 Information Specialties (Signage, Boards)": 63,
"10 20 00 Interior Specialties (Partitions, Accessories)": 64,
"10 40 00 Safety Specialties": 65,
"10 50 00 Storage Specialties (Lockers, Shelving)": 66,
"11 00 00 Equipment Common Work": 67,
"11 10 00 Vehicle and Loading Dock Equipment": 68,
"11 30 00 Residential Equipment": 69,
"11 40 00 Foodservice Equipment": 70,
"11 50 00 Educational and Scientific Equipment": 71,
"11 60 00 Entertainment and Recreation Equipment": 72,
"11 70 00 Healthcare Equipment": 73,
"11 80 00 Collection and Disposal Equipment": 74,
"12 00 00 Furnishings General (FF&E)": 75,
"12 20 00 Window Treatments": 76,
"12 30 00 Casework": 77,
"12 40 00 Furnishings and Accessories": 78,
"12 50 00 Furniture": 79,
"12 60 00 Multiple Seating": 80,
"12 90 00 Other Furnishings (Site Furnishings)": 81,
"13 10 00 Special Facility Components": 82,
"13 20 00 Special Purpose Rooms": 83,
"13 30 00 Special Structures (Pre-Engineered Buildings)": 84,
"13 40 00 Integrated Construction (Shielding, Seismic)": 85,
"13 50 00 Special Instrumentation": 86,
"14 20 00 Elevators": 87,
"14 90 00 Other Conveying Equipment": 88,
"21 10 00 Water-Based Fire Suppression (Sprinklers, Standpipes)": 89,
"21 20 00 Fire-Extinguishing Systems": 90,
"21 30 00 Fire Pumps": 91,
"22 00 00 Plumbing General (incl. Fixtures)": 92,
"22 10 00 Plumbing Piping and Pumps": 93,
"22 30 00 Plumbing Equipment (Water Heaters, Softeners)": 94,
"22 60 00 Gas and Vacuum Systems for Healthcare and Labs": 95,
"23 00 00 HVAC Common Work (Piping, Insulation, TAB, Controls)": 96,
"23 10 00 Facility Fuel Systems": 97,
"23 20 00 HVAC Piping and Pumps": 98,
"23 30 00 HVAC Air Distribution": 99,
"23 40 00 HVAC Air Cleaning Devices": 100,
"23 50 00 Central Heating Equipment": 101,
"23 60 00 Central Cooling Equipment": 102,
"23 70 00 Central HVAC Equipment": 103,
"23 80 00 Decentralized HVAC Equipment": 104,
"25 00 00 Integrated Automation Common Work": 105,
"25 10 00 Integrated Automation Network Equipment": 106,
"26 00 00 Electrical Common Work (Wire, Cable, Grounding)": 107,
"26 10 00 Medium-Voltage Electrical Distribution": 108,
"26 20 00 Low-Voltage Electrical Distribution": 109,
"26 30 00 Power Generating and Storing Equipment": 110,
"26 40 00 Electrical and Cathodic Protection": 111,
"26 50 00 Lighting": 112,
"27 00 00 Communications Common Work": 113,
"27 10 00 Structured Cabling": 114,
"27 40 00 Audio-Video Communications": 115,
"27 50 00 Distributed Communications and Monitoring": 116,
"28 00 00 Electronic Safety and Security Common Work": 117,
"28 10 00 Electronic Security and Access Control": 118,
"28 20 00 Electronic Surveillance and Monitoring": 119,
"28 30 00 Detection and Alarm (incl. Fire Alarm)": 120,
"31 00 00 Earthwork General": 121,
"31 10 00 Site Clearing": 122,
"31 20 00 Earth Moving": 123,
"31 30 00 Earthwork Methods (Soil Treatment, Stabilization)": 124,
"31 40 00 Shoring and Underpinning": 125,
"31 50 00 Excavation Support and Protection": 126,
"31 60 00 Special Foundations (Piles, Caissons)": 127,
"31 70 00 Tunneling and Mining": 128,
"32 00 00 Exterior Improvements Maintenance": 129,
"32 10 00 Bases, Ballasts, and Paving": 130,
"32 30 00 Site Improvements (Fences, Gates)": 131,
"32 80 00 Irrigation": 132,
"32 90 00 Planting": 133,
"33 00 00 Utilities Maintenance and Common Work": 134,
"33 10 00 Water Utilities": 135,
"33 20 00 Wells": 136,
"33 30 00 Sanitary Sewerage Utilities": 137,
"33 40 00 Storm Drainage Utilities": 138,
"33 50 00 Fuel Distribution Utilities": 139,
"33 60 00 Hydronic and Steam Energy Utilities": 140,
"33 70 00 Electrical Utilities": 141,
"33 80 00 Communications Utilities": 142,
"34 10 00 Guideways and Railways": 143,
"34 60 00 Vehicle Charging Facilities": 144,
"34 70 00 Transportation Construction and Equipment": 145,
"35 00 00 Waterway and Marine Common Work": 146,
"35 20 00 Waterway and Marine Construction Equipment (Gates)": 147,
"35 30 00 Coastal Construction": 148,
"35 40 00 Waterway Construction (Levees, Pumps)": 149,
"35 50 00 Marine Construction (Piers, Fenders)": 150,
"35 70 00 Dam Construction": 151,
"40 00 00 Process Piping and Common Work": 152,
"40 10 00 Gas and Vapor Process Piping": 153,
"40 60 00 Process Control": 154,
"41 20 00 Piece Material Handling Equipment (Cranes, Hoists)": 155,
"41 30 00 Manufacturing Equipment": 156,
"41 60 00 Mobile Plant Equipment": 157,
"43 20 00 Liquid Handling Equipment": 158,
"43 30 00 Gas and Liquid Purification Equipment": 159,
"44 10 00 Air Pollution Control": 160,
"44 40 00 Water Pollution Control": 161,
"46 00 00 Water and Wastewater Equipment Common Work": 162,
"46 20 00 Preliminary Treatment Equipment": 163,
"46 30 00 Chemical Feed Equipment": 164,
"46 40 00 Clarification and Mixing Equipment": 165,
"46 50 00 Secondary Treatment Equipment": 166,
"46 60 00 Advanced Treatment and Disinfection Equipment": 167,
"46 70 00 Residuals Handling and Treatment": 168,
"48 00 00 Power Generation Common Work": 169,
"48 10 00 Power Generation Equipment (Solar, Wind)": 170
},
"layer_norm_eps": 1e-12,
"max_position_embeddings": 512,
"model_type": "bert",
"num_attention_heads": 12,
"num_hidden_layers": 12,
"pad_token_id": 0,
"position_embedding_type": "absolute",
"tie_word_embeddings": true,
"transformers_version": "5.16.1",
"type_vocab_size": 2,
"use_cache": true,
"vocab_size": 30522
}