Text Classification
Transformers
Safetensors
roberta
safety
judge
probguard
calibeval
text-embeddings-inference
Instructions to use hxz-sec/CalibEval with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use hxz-sec/CalibEval with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="hxz-sec/CalibEval")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("hxz-sec/CalibEval") model = AutoModelForSequenceClassification.from_pretrained("hxz-sec/CalibEval", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Add files using upload-large-folder tool
Browse files- all_results.json +19 -0
- config.json +30 -0
- eval_results.json +13 -0
- model.safetensors +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +17 -0
- train_results.json +9 -0
- trainer_state.json +0 -0
- training_args.bin +3 -0
all_results.json
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{
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"epoch": 15.0,
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"eval_0_to_0": 9464,
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"eval_0_to_1": 575,
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"eval_1_to_0": 708,
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"eval_1_to_1": 9253,
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"eval_accuracy": 0.93585,
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"eval_loss": 0.5719918608665466,
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"eval_runtime": 107.5664,
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"eval_samples": 20000,
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"eval_samples_per_second": 185.932,
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"eval_steps_per_second": 11.621,
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"total_flos": 1.1183176359936e+18,
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"train_loss": 0.2879694655368725,
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"train_runtime": 108889.4327,
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"train_samples": 80000,
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"train_samples_per_second": 11.02,
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"train_steps_per_second": 0.138
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}
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config.json
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{
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"add_cross_attention": false,
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"dtype": "float32",
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"is_decoder": false,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"tie_word_embeddings": true,
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"transformers_version": "5.3.0",
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"type_vocab_size": 1,
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"use_cache": false,
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"vocab_size": 50265
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}
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eval_results.json
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{
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"epoch": 15.0,
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"eval_0_to_0": 9464,
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"eval_0_to_1": 575,
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"eval_1_to_0": 708,
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"eval_1_to_1": 9253,
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"eval_accuracy": 0.93585,
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"eval_loss": 0.5719918608665466,
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"eval_runtime": 107.5664,
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"eval_samples": 20000,
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"eval_samples_per_second": 185.932,
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"eval_steps_per_second": 11.621
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:273d9c1711488b3c5ff902f558c335a2e3264f595740697d5387199153ed2161
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size 1421495360
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"backend": "tokenizers",
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"is_local": true,
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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": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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train_results.json
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{
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"epoch": 15.0,
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"total_flos": 1.1183176359936e+18,
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"train_loss": 0.2879694655368725,
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"train_runtime": 108889.4327,
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"train_samples": 80000,
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"train_samples_per_second": 11.02,
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"train_steps_per_second": 0.138
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}
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trainer_state.json
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:0a1df8fc443e4852e0cc357ed89ccfbf0244f95e3bb97863a271cdd5f837e822
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size 5265
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