Text Classification
Transformers
Safetensors
English
roberta
toxicity
llada
distillation
custom_code
text-embeddings-inference
Instructions to use kl1/roberta_toxicity_classifier_LLaDA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use kl1/roberta_toxicity_classifier_LLaDA with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="kl1/roberta_toxicity_classifier_LLaDA", trust_remote_code=True)# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("kl1/roberta_toxicity_classifier_LLaDA", trust_remote_code=True) model = AutoModelForSequenceClassification.from_pretrained("kl1/roberta_toxicity_classifier_LLaDA", trust_remote_code=True) - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "RobertaForSequenceClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "auto_map": { | |
| "AutoModel": "modeling_roberta.RobertaModel", | |
| "AutoModelForSequenceClassification": "modeling_roberta.RobertaForSequenceClassification" | |
| }, | |
| "bos_token_id": 126080, | |
| "classifier_dropout": null, | |
| "distillation_objective": "supervised_toxicity_with_teacher_kl", | |
| "eos_token_id": 126081, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "neutral", | |
| "1": "toxic" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "neutral": 0, | |
| "toxic": 1 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "max_position_embeddings": 514, | |
| "model_type": "roberta", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 12, | |
| "pad_token_id": 126081, | |
| "position_embedding_type": "absolute", | |
| "position_pad_token_id": 1, | |
| "prepend_cls_token": true, | |
| "problem_type": "single_label_classification", | |
| "student_cls_token_id": 126082, | |
| "student_tokenizer_name": "GSAI-ML/LLaDA-8B-Base", | |
| "teacher_embedding_init": { | |
| "fallback": 0, | |
| "initialized": 126346, | |
| "skipped_hidden_size_mismatch": 0 | |
| }, | |
| "teacher_model_name": "s-nlp/roberta_toxicity_classifier", | |
| "teacher_weight_init": { | |
| "copied": 200, | |
| "skipped": 1 | |
| }, | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.46.3", | |
| "type_vocab_size": 1, | |
| "use_cache": true, | |
| "vocab_size": 126346 | |
| } | |