Instructions to use TensorGreed/SensiGuard-PII with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use TensorGreed/SensiGuard-PII with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="TensorGreed/SensiGuard-PII")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("TensorGreed/SensiGuard-PII") model = AutoModelForTokenClassification.from_pretrained("TensorGreed/SensiGuard-PII", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download config.json from TensorGreed/SensiGuard-PII: direct link, hf CLI and curl.
- Browser
- Download file 4.06 kB
-
https://huggingface.co/TensorGreed/SensiGuard-PII/resolve/main/config.json
- Command line
-
hf download hf://TensorGreed/SensiGuard-PII/config.json
-
curl -L -o config.json https://huggingface.co/TensorGreed/SensiGuard-PII/resolve/main/config.json
4.06 kB
| { | |
| "architectures": [ | |
| "DebertaV2ForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "bos_token_id": 1, | |
| "dtype": "float32", | |
| "eos_token_id": 2, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-ADDRESS", | |
| "2": "I-ADDRESS", | |
| "3": "B-API_KEY", | |
| "4": "I-API_KEY", | |
| "5": "B-BANK_ACCOUNT", | |
| "6": "I-BANK_ACCOUNT", | |
| "7": "B-CARD_CVV", | |
| "8": "I-CARD_CVV", | |
| "9": "B-CARD_EXPIRY", | |
| "10": "I-CARD_EXPIRY", | |
| "11": "B-CARD_LAST4", | |
| "12": "I-CARD_LAST4", | |
| "13": "B-CARD_NUMBER", | |
| "14": "I-CARD_NUMBER", | |
| "15": "B-DATE", | |
| "16": "I-DATE", | |
| "17": "B-DATE_OF_BIRTH", | |
| "18": "I-DATE_OF_BIRTH", | |
| "19": "B-DEVICE_SERIAL", | |
| "20": "I-DEVICE_SERIAL", | |
| "21": "B-DOCTOR_NAME", | |
| "22": "I-DOCTOR_NAME", | |
| "23": "B-DRIVER_LICENSE", | |
| "24": "I-DRIVER_LICENSE", | |
| "25": "B-EMAIL", | |
| "26": "I-EMAIL", | |
| "27": "B-EMPLOYEE_ID", | |
| "28": "I-EMPLOYEE_ID", | |
| "29": "B-HOSPITAL_NAME", | |
| "30": "I-HOSPITAL_NAME", | |
| "31": "B-IBAN", | |
| "32": "I-IBAN", | |
| "33": "B-INSURANCE_ID", | |
| "34": "I-INSURANCE_ID", | |
| "35": "B-IP_ADDRESS", | |
| "36": "I-IP_ADDRESS", | |
| "37": "B-ITIN", | |
| "38": "I-ITIN", | |
| "39": "B-LICENSE_PLATE", | |
| "40": "I-LICENSE_PLATE", | |
| "41": "B-MAC_ADDRESS", | |
| "42": "I-MAC_ADDRESS", | |
| "43": "B-MRN", | |
| "44": "I-MRN", | |
| "45": "B-NATIONAL_ID", | |
| "46": "I-NATIONAL_ID", | |
| "47": "B-PASSPORT_NUMBER", | |
| "48": "I-PASSPORT_NUMBER", | |
| "49": "B-PASSWORD", | |
| "50": "I-PASSWORD", | |
| "51": "B-PERSON_NAME", | |
| "52": "I-PERSON_NAME", | |
| "53": "B-PHONE", | |
| "54": "I-PHONE", | |
| "55": "B-ROUTING_NUMBER", | |
| "56": "I-ROUTING_NUMBER", | |
| "57": "B-SSN", | |
| "58": "I-SSN", | |
| "59": "B-SWIFT_CODE", | |
| "60": "I-SWIFT_CODE", | |
| "61": "B-USERNAME", | |
| "62": "I-USERNAME", | |
| "63": "B-VEHICLE_VIN", | |
| "64": "I-VEHICLE_VIN" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "B-ADDRESS": 1, | |
| "B-API_KEY": 3, | |
| "B-BANK_ACCOUNT": 5, | |
| "B-CARD_CVV": 7, | |
| "B-CARD_EXPIRY": 9, | |
| "B-CARD_LAST4": 11, | |
| "B-CARD_NUMBER": 13, | |
| "B-DATE": 15, | |
| "B-DATE_OF_BIRTH": 17, | |
| "B-DEVICE_SERIAL": 19, | |
| "B-DOCTOR_NAME": 21, | |
| "B-DRIVER_LICENSE": 23, | |
| "B-EMAIL": 25, | |
| "B-EMPLOYEE_ID": 27, | |
| "B-HOSPITAL_NAME": 29, | |
| "B-IBAN": 31, | |
| "B-INSURANCE_ID": 33, | |
| "B-IP_ADDRESS": 35, | |
| "B-ITIN": 37, | |
| "B-LICENSE_PLATE": 39, | |
| "B-MAC_ADDRESS": 41, | |
| "B-MRN": 43, | |
| "B-NATIONAL_ID": 45, | |
| "B-PASSPORT_NUMBER": 47, | |
| "B-PASSWORD": 49, | |
| "B-PERSON_NAME": 51, | |
| "B-PHONE": 53, | |
| "B-ROUTING_NUMBER": 55, | |
| "B-SSN": 57, | |
| "B-SWIFT_CODE": 59, | |
| "B-USERNAME": 61, | |
| "B-VEHICLE_VIN": 63, | |
| "I-ADDRESS": 2, | |
| "I-API_KEY": 4, | |
| "I-BANK_ACCOUNT": 6, | |
| "I-CARD_CVV": 8, | |
| "I-CARD_EXPIRY": 10, | |
| "I-CARD_LAST4": 12, | |
| "I-CARD_NUMBER": 14, | |
| "I-DATE": 16, | |
| "I-DATE_OF_BIRTH": 18, | |
| "I-DEVICE_SERIAL": 20, | |
| "I-DOCTOR_NAME": 22, | |
| "I-DRIVER_LICENSE": 24, | |
| "I-EMAIL": 26, | |
| "I-EMPLOYEE_ID": 28, | |
| "I-HOSPITAL_NAME": 30, | |
| "I-IBAN": 32, | |
| "I-INSURANCE_ID": 34, | |
| "I-IP_ADDRESS": 36, | |
| "I-ITIN": 38, | |
| "I-LICENSE_PLATE": 40, | |
| "I-MAC_ADDRESS": 42, | |
| "I-MRN": 44, | |
| "I-NATIONAL_ID": 46, | |
| "I-PASSPORT_NUMBER": 48, | |
| "I-PASSWORD": 50, | |
| "I-PERSON_NAME": 52, | |
| "I-PHONE": 54, | |
| "I-ROUTING_NUMBER": 56, | |
| "I-SSN": 58, | |
| "I-SWIFT_CODE": 60, | |
| "I-USERNAME": 62, | |
| "I-VEHICLE_VIN": 64, | |
| "O": 0 | |
| }, | |
| "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": "4.57.3", | |
| "type_vocab_size": 0, | |
| "vocab_size": 128100 | |
| } | |