Text Classification
Transformers
Safetensors
English
distilbert
agent-safety
prompt-injection
tool-use
policy-compliance
multi-label-classification
text-embeddings-inference
Instructions to use taran1812/agentguard-risk-distilbert with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use taran1812/agentguard-risk-distilbert with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="taran1812/agentguard-risk-distilbert")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("taran1812/agentguard-risk-distilbert") model = AutoModelForSequenceClassification.from_pretrained("taran1812/agentguard-risk-distilbert", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- all_results.json +9 -0
- checkpoint-448/config.json +44 -0
- checkpoint-448/model.safetensors +3 -0
- checkpoint-448/optimizer.pt +3 -0
- checkpoint-448/rng_state.pth +3 -0
- checkpoint-448/scheduler.pt +3 -0
- checkpoint-448/tokenizer.json +0 -0
- checkpoint-448/tokenizer_config.json +15 -0
- checkpoint-448/trainer_state.json +193 -0
- checkpoint-448/training_args.bin +3 -0
- checkpoint-560/config.json +44 -0
- checkpoint-560/model.safetensors +3 -0
- checkpoint-560/optimizer.pt +3 -0
- checkpoint-560/rng_state.pth +3 -0
- checkpoint-560/scheduler.pt +3 -0
- checkpoint-560/tokenizer.json +0 -0
- checkpoint-560/tokenizer_config.json +15 -0
- checkpoint-560/trainer_state.json +238 -0
- checkpoint-560/training_args.bin +3 -0
- config.json +44 -0
- model.safetensors +3 -0
- test_results.json +9 -0
- tokenizer.json +0 -0
- tokenizer_config.json +15 -0
- trainer_state.json +257 -0
- training_args.bin +3 -0
all_results.json
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{
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"epoch": 5.0,
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"test_loss": 0.17423087358474731,
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"test_macro_f1": 0.8512159238545282,
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"test_micro_f1": 0.896807720861173,
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"test_runtime": 12.366,
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"test_samples_per_second": 30.972,
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"test_steps_per_second": 0.97
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}
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checkpoint-448/config.json
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{
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"bos_token_id": null,
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"dim": 768,
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"dropout": 0.1,
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"dtype": "float32",
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"eos_token_id": null,
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"hidden_dim": 3072,
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"id2label": {
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"0": "prompt_injection",
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"1": "sensitive_data_exposure",
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"2": "unauthorized_tool_use",
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"3": "policy_violation",
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"4": "high_impact_action",
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"5": "safe_request"
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},
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"initializer_range": 0.02,
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"label2id": {
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"high_impact_action": 4,
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"policy_violation": 3,
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"prompt_injection": 0,
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"safe_request": 5,
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"sensitive_data_exposure": 1,
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"unauthorized_tool_use": 2
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "multi_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"tie_word_embeddings": true,
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| 41 |
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"transformers_version": "5.8.1",
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"use_cache": false,
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"vocab_size": 30522
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}
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checkpoint-448/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3957158c3a1a1b9a666e3b59e1e444104402a043eba7952ebd8d711f3efdb8db
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size 267844872
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checkpoint-448/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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size 535749451
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checkpoint-448/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 14455
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checkpoint-448/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1465
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checkpoint-448/tokenizer.json
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checkpoint-448/tokenizer_config.json
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{
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"backend": "tokenizers",
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"is_local": false,
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"local_files_only": false,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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checkpoint-448/trainer_state.json
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