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
Publish mf-0.2: completed GPU fine-tune (val 46.6%, 2.3x mf-0.1) + new model card with metrics/ONNX
b774c08 verified Download config.json from constructelligence/masterformat-classifier: direct link, hf CLI and curl.
- Browser
- Download file 17.5 kB
-
https://huggingface.co/constructelligence/masterformat-classifier/resolve/main/config.json
- Command line
-
hf download hf://constructelligence/masterformat-classifier/config.json
-
curl -L -o config.json https://huggingface.co/constructelligence/masterformat-classifier/resolve/main/config.json
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": { | |
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| "9": "02 50 00 Site Remediation", | |
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| "12": "02 80 00 Facility Remediation (Asbestos, Lead, Mold)", | |
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| "16": "03 30 00 Cast-in-Place Concrete", | |
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| "19": "03 60 00 Grouting", | |
| "20": "03 70 00 Mass Concrete", | |
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| "22": "04 20 00 Unit Masonry", | |
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| "25": "05 20 00 Metal Joists", | |
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| "27": "05 40 00 Cold-Formed Metal Framing", | |
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| "30": "06 10 00 Rough Carpentry", | |
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| "84": "13 30 00 Special Structures (Pre-Engineered Buildings)", | |
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| }, | |
| "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", | |
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| "use_cache": true, | |
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| } | |