Instructions to use OsaurusAI/rampart-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use OsaurusAI/rampart-mlx with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir rampart-mlx OsaurusAI/rampart-mlx
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
| { | |
| "architectures": [ | |
| "BertForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "classifier_dropout": null, | |
| "dtype": "float32", | |
| "gradient_checkpointing": false, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 384, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-GIVEN_NAME", | |
| "2": "I-GIVEN_NAME", | |
| "3": "B-SURNAME", | |
| "4": "I-SURNAME", | |
| "5": "B-EMAIL", | |
| "6": "I-EMAIL", | |
| "7": "B-PHONE", | |
| "8": "I-PHONE", | |
| "9": "B-URL", | |
| "10": "I-URL", | |
| "11": "B-TAX_ID", | |
| "12": "I-TAX_ID", | |
| "13": "B-BANK_ACCOUNT", | |
| "14": "I-BANK_ACCOUNT", | |
| "15": "B-ROUTING_NUMBER", | |
| "16": "I-ROUTING_NUMBER", | |
| "17": "B-GOVERNMENT_ID", | |
| "18": "I-GOVERNMENT_ID", | |
| "19": "B-PASSPORT", | |
| "20": "I-PASSPORT", | |
| "21": "B-DRIVERS_LICENSE", | |
| "22": "I-DRIVERS_LICENSE", | |
| "23": "B-BUILDING_NUMBER", | |
| "24": "I-BUILDING_NUMBER", | |
| "25": "B-STREET_NAME", | |
| "26": "I-STREET_NAME", | |
| "27": "B-SECONDARY_ADDRESS", | |
| "28": "I-SECONDARY_ADDRESS", | |
| "29": "B-CITY", | |
| "30": "I-CITY", | |
| "31": "B-STATE", | |
| "32": "I-STATE", | |
| "33": "B-ZIP_CODE", | |
| "34": "I-ZIP_CODE" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 1536, | |
| "label2id": { | |
| "B-BANK_ACCOUNT": 13, | |
| "B-BUILDING_NUMBER": 23, | |
| "B-CITY": 29, | |
| "B-DRIVERS_LICENSE": 21, | |
| "B-EMAIL": 5, | |
| "B-GIVEN_NAME": 1, | |
| "B-GOVERNMENT_ID": 17, | |
| "B-PASSPORT": 19, | |
| "B-PHONE": 7, | |
| "B-ROUTING_NUMBER": 15, | |
| "B-SECONDARY_ADDRESS": 27, | |
| "B-STATE": 31, | |
| "B-STREET_NAME": 25, | |
| "B-SURNAME": 3, | |
| "B-TAX_ID": 11, | |
| "B-URL": 9, | |
| "B-ZIP_CODE": 33, | |
| "I-BANK_ACCOUNT": 14, | |
| "I-BUILDING_NUMBER": 24, | |
| "I-CITY": 30, | |
| "I-DRIVERS_LICENSE": 22, | |
| "I-EMAIL": 6, | |
| "I-GIVEN_NAME": 2, | |
| "I-GOVERNMENT_ID": 18, | |
| "I-PASSPORT": 20, | |
| "I-PHONE": 8, | |
| "I-ROUTING_NUMBER": 16, | |
| "I-SECONDARY_ADDRESS": 28, | |
| "I-STATE": 32, | |
| "I-STREET_NAME": 26, | |
| "I-SURNAME": 4, | |
| "I-TAX_ID": 12, | |
| "I-URL": 10, | |
| "I-ZIP_CODE": 34, | |
| "O": 0 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "max_position_embeddings": 512, | |
| "model_type": "bert", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 6, | |
| "pad_token_id": 0, | |
| "position_embedding_type": "absolute", | |
| "transformers_version": "4.57.6", | |
| "type_vocab_size": 2, | |
| "use_cache": true, | |
| "vocab_size": 19730 | |
| } | |