Text Classification
Transformers
Joblib
ONNX
Safetensors
English
bert
masterformat
masterformat-classifier
csi-masterformat
construction
construction-technology
sequence-classification
tfidf
ensemble
specs
spec-writing
specifications
takeoff
estimating
cost-code
ufgs
public-domain
Eval Results (legacy)
text-embeddings-inference
Instructions to use constructelligence/masterformat-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use constructelligence/masterformat-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="constructelligence/masterformat-classifier")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("constructelligence/masterformat-classifier") model = AutoModelForSequenceClassification.from_pretrained("constructelligence/masterformat-classifier", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Bid-item shorthand expansion (abbrev.py) in both predictors + 790-item TxDOT bid-item evaluation
eec49a5 verified Download abbrev.py from constructelligence/masterformat-classifier: direct link, hf CLI and curl.
- Browser
- Download file 2.89 kB
-
https://huggingface.co/constructelligence/masterformat-classifier/resolve/main/abbrev.py
- Command line
-
hf download hf://constructelligence/masterformat-classifier/abbrev.py
-
curl -L -o abbrev.py https://huggingface.co/constructelligence/masterformat-classifier/resolve/main/abbrev.py
2.89 kB
| """Expand standard construction bid-item abbreviations before classification. | |
| Agency bid tabulations and estimates write items in a terse shorthand ("CONC BOX CULV (5 FT X 2 FT)", | |
| "RE PM W/RET REQ TY I") that a model trained on spec prose cannot read. This is a general dictionary of | |
| common US bid-item abbreviations (DOT and municipal), written from those conventions, not fitted to an eval set. | |
| Whole ALL-CAPS tokens only; the original text is kept after the expansion so nothing is lost. | |
| """ | |
| import re | |
| ABBREV = { | |
| "ACP": "asphalt concrete pavement", "AGGR": "aggregate", "AGG": "aggregate", "ASPH": "asphalt", | |
| "ASM": "assembly", "ASSM": "assembly", "ASSY": "assembly", "ATTEN": "attenuator", "BARR": "barricade", | |
| "BKFL": "backfill", "BM": "beam", "BRK": "broken line", "BS": "base", "CEM": "cement", "CL": "class", | |
| "CMP": "corrugated metal pipe", "COMPL": "complete", "CONC": "concrete", "CONDR": "conductor", | |
| "CONDT": "conduit", "CONST": "construction", "CONT": "control", "CRCP": "continuously reinforced concrete pavement", | |
| "CULV": "culvert", "CUSH": "cushion", "DEL": "delineator", "DIA": "diameter", "DRV": "driveway", | |
| "ELEC": "electrical", "EMBK": "embankment", "EXC": "excavation", "EXCAV": "excavation", "EXST": "existing", | |
| "EXIST": "existing", "FBR": "fiber", "FEN": "fence", "FL": "flexible", "GD": "guard", "GR": "grade", | |
| "HMA": "hot mix asphalt", "IL": "illumination", "ILL": "illumination", "INSTL": "install", "INST": "install", | |
| "LT": "light", "MATL": "material", "MLCH": "mulch", "MRK": "marking", "MRKR": "marker", "MTL": "metal", | |
| "PAV": "pavement", "PVMT": "pavement", "PERM": "permanent", "PM": "pavement marking", "PREFAB": "prefabricated", | |
| "PRESTR": "prestressed", "RC": "reinforced concrete", "RCP": "reinforced concrete pipe", "RD": "roadway", | |
| "RDWY": "roadway", "REFL": "reflectorized", "REINF": "reinforced", "REM": "remove", "REMOV": "remove", | |
| "RET": "retroreflectivity", "ROW": "right of way", "RT": "right", "SEDMT": "sediment", "STAB": "stabilized", | |
| "STR": "structure", "STRUCT": "structure", "SW": "sidewalk", "SWK": "sidewalk", "TEMP": "temporary", | |
| "TRT": "treatment", "TREAT": "treatment", "TY": "type", "TRANS": "transition", "VEH": "vehicle", | |
| "W/": "with ", "WW": "wingwall", "HW": "headwall", | |
| } | |
| _TOK = re.compile(r"[Ww]/(?=[A-Za-z ])|[A-Za-z]+") | |
| def expand(text: str) -> str: | |
| """'CONC BOX CULV (5 FT X 2 FT)' -> 'concrete BOX culvert (5 FT X 2 FT) | CONC BOX CULV (5 FT X 2 FT)'.""" | |
| hit = False | |
| def sub(m): | |
| nonlocal hit | |
| tok = m.group(0) | |
| # shorthand is written in capitals: prose words ("row", "cl") are left alone | |
| w = ABBREV.get(tok.upper()) if tok.upper() == tok else None | |
| if w: | |
| hit = True | |
| return w | |
| return m.group(0) | |
| out = _TOK.sub(sub, text) | |
| return f"{out} | {text}" if hit else text | |