Instructions to use somukandula/maskara-tiny with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use somukandula/maskara-tiny with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="somukandula/maskara-tiny")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("somukandula/maskara-tiny") model = AutoModelForTokenClassification.from_pretrained("somukandula/maskara-tiny") - Notebooks
- Google Colab
- Kaggle
| { | |
| "_name_or_path": "somukandula/maskara-tiny", | |
| "architectures": [ | |
| "BertForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "classifier_dropout": null, | |
| "gradient_checkpointing": false, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 384, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-ADDRESS", | |
| "2": "B-API_KEY", | |
| "3": "B-CREDIT_CARD", | |
| "4": "B-DATE_OF_BIRTH", | |
| "5": "B-DRIVER_LICENSE", | |
| "6": "B-EMAIL", | |
| "7": "B-IP_ADDRESS", | |
| "8": "B-PASSWORD", | |
| "9": "B-PERSON_NAME", | |
| "10": "B-PHONE", | |
| "11": "B-SSN", | |
| "12": "B-USERNAME", | |
| "13": "B-AADHAAR", | |
| "14": "B-PAN_CARD", | |
| "15": "B-PASSPORT", | |
| "16": "B-UPI_ID", | |
| "17": "B-VEHICLE_REG", | |
| "18": "I-ADDRESS", | |
| "19": "I-API_KEY", | |
| "20": "I-CREDIT_CARD", | |
| "21": "I-DATE_OF_BIRTH", | |
| "22": "I-DRIVER_LICENSE", | |
| "23": "I-EMAIL", | |
| "24": "I-IP_ADDRESS", | |
| "25": "I-PASSWORD", | |
| "26": "I-PERSON_NAME", | |
| "27": "I-PHONE", | |
| "28": "I-SSN", | |
| "29": "I-USERNAME", | |
| "30": "I-AADHAAR", | |
| "31": "I-PAN_CARD", | |
| "32": "I-PASSPORT", | |
| "33": "I-UPI_ID", | |
| "34": "I-VEHICLE_REG" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 1536, | |
| "label2id": { | |
| "B-AADHAAR": 13, | |
| "B-ADDRESS": 1, | |
| "B-API_KEY": 2, | |
| "B-CREDIT_CARD": 3, | |
| "B-DATE_OF_BIRTH": 4, | |
| "B-DRIVER_LICENSE": 5, | |
| "B-EMAIL": 6, | |
| "B-IP_ADDRESS": 7, | |
| "B-PAN_CARD": 14, | |
| "B-PASSPORT": 15, | |
| "B-PASSWORD": 8, | |
| "B-PERSON_NAME": 9, | |
| "B-PHONE": 10, | |
| "B-SSN": 11, | |
| "B-UPI_ID": 16, | |
| "B-USERNAME": 12, | |
| "B-VEHICLE_REG": 17, | |
| "I-AADHAAR": 30, | |
| "I-ADDRESS": 18, | |
| "I-API_KEY": 19, | |
| "I-CREDIT_CARD": 20, | |
| "I-DATE_OF_BIRTH": 21, | |
| "I-DRIVER_LICENSE": 22, | |
| "I-EMAIL": 23, | |
| "I-IP_ADDRESS": 24, | |
| "I-PAN_CARD": 31, | |
| "I-PASSPORT": 32, | |
| "I-PASSWORD": 25, | |
| "I-PERSON_NAME": 26, | |
| "I-PHONE": 27, | |
| "I-SSN": 28, | |
| "I-UPI_ID": 33, | |
| "I-USERNAME": 29, | |
| "I-VEHICLE_REG": 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", | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.44.2", | |
| "type_vocab_size": 2, | |
| "use_cache": true, | |
| "vocab_size": 30522 | |
| } | |