Token Classification
Transformers
Safetensors
deberta-v2
pii
pii-detection
pii-masking
redaction
privacy
deberta-v3
Eval Results (legacy)
Instructions to use amsintelligence/masker with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use amsintelligence/masker with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="amsintelligence/masker")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("amsintelligence/masker") model = AutoModelForTokenClassification.from_pretrained("amsintelligence/masker") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "DebertaV2ForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "dtype": "bfloat16", | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-AGE", | |
| "2": "I-AGE", | |
| "3": "E-AGE", | |
| "4": "S-AGE", | |
| "5": "B-BUILDING_NUMBER", | |
| "6": "I-BUILDING_NUMBER", | |
| "7": "E-BUILDING_NUMBER", | |
| "8": "S-BUILDING_NUMBER", | |
| "9": "B-CITY", | |
| "10": "I-CITY", | |
| "11": "E-CITY", | |
| "12": "S-CITY", | |
| "13": "B-CREDIT_CARD", | |
| "14": "I-CREDIT_CARD", | |
| "15": "E-CREDIT_CARD", | |
| "16": "S-CREDIT_CARD", | |
| "17": "B-DATE", | |
| "18": "I-DATE", | |
| "19": "E-DATE", | |
| "20": "S-DATE", | |
| "21": "B-EMAIL", | |
| "22": "I-EMAIL", | |
| "23": "E-EMAIL", | |
| "24": "S-EMAIL", | |
| "25": "B-GIVEN_NAME", | |
| "26": "I-GIVEN_NAME", | |
| "27": "E-GIVEN_NAME", | |
| "28": "S-GIVEN_NAME", | |
| "29": "B-GOVERNMENT_ID", | |
| "30": "I-GOVERNMENT_ID", | |
| "31": "E-GOVERNMENT_ID", | |
| "32": "S-GOVERNMENT_ID", | |
| "33": "B-PHONE", | |
| "34": "I-PHONE", | |
| "35": "E-PHONE", | |
| "36": "S-PHONE", | |
| "37": "B-STREET_NAME", | |
| "38": "I-STREET_NAME", | |
| "39": "E-STREET_NAME", | |
| "40": "S-STREET_NAME", | |
| "41": "B-SURNAME", | |
| "42": "I-SURNAME", | |
| "43": "E-SURNAME", | |
| "44": "S-SURNAME", | |
| "45": "B-ZIP_CODE", | |
| "46": "I-ZIP_CODE", | |
| "47": "E-ZIP_CODE", | |
| "48": "S-ZIP_CODE" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "B-AGE": 1, | |
| "B-BUILDING_NUMBER": 5, | |
| "B-CITY": 9, | |
| "B-CREDIT_CARD": 13, | |
| "B-DATE": 17, | |
| "B-EMAIL": 21, | |
| "B-GIVEN_NAME": 25, | |
| "B-GOVERNMENT_ID": 29, | |
| "B-PHONE": 33, | |
| "B-STREET_NAME": 37, | |
| "B-SURNAME": 41, | |
| "B-ZIP_CODE": 45, | |
| "E-AGE": 3, | |
| "E-BUILDING_NUMBER": 7, | |
| "E-CITY": 11, | |
| "E-CREDIT_CARD": 15, | |
| "E-DATE": 19, | |
| "E-EMAIL": 23, | |
| "E-GIVEN_NAME": 27, | |
| "E-GOVERNMENT_ID": 31, | |
| "E-PHONE": 35, | |
| "E-STREET_NAME": 39, | |
| "E-SURNAME": 43, | |
| "E-ZIP_CODE": 47, | |
| "I-AGE": 2, | |
| "I-BUILDING_NUMBER": 6, | |
| "I-CITY": 10, | |
| "I-CREDIT_CARD": 14, | |
| "I-DATE": 18, | |
| "I-EMAIL": 22, | |
| "I-GIVEN_NAME": 26, | |
| "I-GOVERNMENT_ID": 30, | |
| "I-PHONE": 34, | |
| "I-STREET_NAME": 38, | |
| "I-SURNAME": 42, | |
| "I-ZIP_CODE": 46, | |
| "O": 0, | |
| "S-AGE": 4, | |
| "S-BUILDING_NUMBER": 8, | |
| "S-CITY": 12, | |
| "S-CREDIT_CARD": 16, | |
| "S-DATE": 20, | |
| "S-EMAIL": 24, | |
| "S-GIVEN_NAME": 28, | |
| "S-GOVERNMENT_ID": 32, | |
| "S-PHONE": 36, | |
| "S-STREET_NAME": 40, | |
| "S-SURNAME": 44, | |
| "S-ZIP_CODE": 48 | |
| }, | |
| "layer_norm_eps": 1e-07, | |
| "legacy": true, | |
| "max_position_embeddings": 512, | |
| "max_relative_positions": -1, | |
| "model_type": "deberta-v2", | |
| "norm_rel_ebd": "layer_norm", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 12, | |
| "pad_token_id": 0, | |
| "pooler_dropout": 0, | |
| "pooler_hidden_act": "gelu", | |
| "pooler_hidden_size": 768, | |
| "pos_att_type": [ | |
| "p2c", | |
| "c2p" | |
| ], | |
| "position_biased_input": false, | |
| "position_buckets": 256, | |
| "relative_attention": true, | |
| "share_att_key": true, | |
| "transformers_version": "4.57.6", | |
| "type_vocab_size": 0, | |
| "vocab_size": 136671 | |
| } | |