Token Classification
Transformers.js
ONNX
roberta
distil
pii
security
shield
small
cpu
fast
open
open-source
lh-tech
bert
Instructions to use onnx-community/Shield-82M-ONNX with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers.js
How to use onnx-community/Shield-82M-ONNX with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('token-classification', 'onnx-community/Shield-82M-ONNX');
| { | |
| "architectures": [ | |
| "RobertaForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "bos_token_id": 0, | |
| "classifier_dropout": null, | |
| "dtype": "float32", | |
| "eos_token_id": 2, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "O", | |
| "1": "ACCOUNTNAME", | |
| "2": "ACCOUNTNUMBER", | |
| "3": "AGE", | |
| "4": "AMOUNT", | |
| "5": "BIC", | |
| "6": "BITCOINADDRESS", | |
| "7": "BUILDINGNUMBER", | |
| "8": "CITY", | |
| "9": "COMPANYNAME", | |
| "10": "COUNTY", | |
| "11": "CREDITCARDCVV", | |
| "12": "CREDITCARDISSUER", | |
| "13": "CREDITCARDNUMBER", | |
| "14": "CURRENCY", | |
| "15": "CURRENCYCODE", | |
| "16": "CURRENCYNAME", | |
| "17": "CURRENCYSYMBOL", | |
| "18": "DATE", | |
| "19": "DOB", | |
| "20": "EMAIL", | |
| "21": "ETHEREUMADDRESS", | |
| "22": "EYECOLOR", | |
| "23": "FIRSTNAME", | |
| "24": "GENDER", | |
| "25": "HEIGHT", | |
| "26": "IBAN", | |
| "27": "IP", | |
| "28": "IPV4", | |
| "29": "IPV6", | |
| "30": "JOBAREA", | |
| "31": "JOBTITLE", | |
| "32": "JOBTYPE", | |
| "33": "LASTNAME", | |
| "34": "LITECOINADDRESS", | |
| "35": "MAC", | |
| "36": "MASKEDNUMBER", | |
| "37": "MIDDLENAME", | |
| "38": "NEARBYGPSCOORDINATE", | |
| "39": "ORDINALDIRECTION", | |
| "40": "PASSWORD", | |
| "41": "PHONEIMEI", | |
| "42": "PHONENUMBER", | |
| "43": "PIN", | |
| "44": "PREFIX", | |
| "45": "SECONDARYADDRESS", | |
| "46": "SEX", | |
| "47": "SSN", | |
| "48": "STATE", | |
| "49": "STREET", | |
| "50": "TIME", | |
| "51": "URL", | |
| "52": "USERAGENT", | |
| "53": "USERNAME", | |
| "54": "VEHICLEVIN", | |
| "55": "VEHICLEVRM", | |
| "56": "ZIPCODE" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "ACCOUNTNAME": 1, | |
| "ACCOUNTNUMBER": 2, | |
| "AGE": 3, | |
| "AMOUNT": 4, | |
| "BIC": 5, | |
| "BITCOINADDRESS": 6, | |
| "BUILDINGNUMBER": 7, | |
| "CITY": 8, | |
| "COMPANYNAME": 9, | |
| "COUNTY": 10, | |
| "CREDITCARDCVV": 11, | |
| "CREDITCARDISSUER": 12, | |
| "CREDITCARDNUMBER": 13, | |
| "CURRENCY": 14, | |
| "CURRENCYCODE": 15, | |
| "CURRENCYNAME": 16, | |
| "CURRENCYSYMBOL": 17, | |
| "DATE": 18, | |
| "DOB": 19, | |
| "EMAIL": 20, | |
| "ETHEREUMADDRESS": 21, | |
| "EYECOLOR": 22, | |
| "FIRSTNAME": 23, | |
| "GENDER": 24, | |
| "HEIGHT": 25, | |
| "IBAN": 26, | |
| "IP": 27, | |
| "IPV4": 28, | |
| "IPV6": 29, | |
| "JOBAREA": 30, | |
| "JOBTITLE": 31, | |
| "JOBTYPE": 32, | |
| "LASTNAME": 33, | |
| "LITECOINADDRESS": 34, | |
| "MAC": 35, | |
| "MASKEDNUMBER": 36, | |
| "MIDDLENAME": 37, | |
| "NEARBYGPSCOORDINATE": 38, | |
| "O": 0, | |
| "ORDINALDIRECTION": 39, | |
| "PASSWORD": 40, | |
| "PHONEIMEI": 41, | |
| "PHONENUMBER": 42, | |
| "PIN": 43, | |
| "PREFIX": 44, | |
| "SECONDARYADDRESS": 45, | |
| "SEX": 46, | |
| "SSN": 47, | |
| "STATE": 48, | |
| "STREET": 49, | |
| "TIME": 50, | |
| "URL": 51, | |
| "USERAGENT": 52, | |
| "USERNAME": 53, | |
| "VEHICLEVIN": 54, | |
| "VEHICLEVRM": 55, | |
| "ZIPCODE": 56 | |
| }, | |
| "layer_norm_eps": 1e-05, | |
| "max_position_embeddings": 514, | |
| "model_type": "roberta", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 6, | |
| "pad_token_id": 1, | |
| "position_embedding_type": "absolute", | |
| "transformers_version": "4.57.6", | |
| "type_vocab_size": 1, | |
| "use_cache": false, | |
| "vocab_size": 50265 | |
| } | |