codebert-base-mlm-Malicious_URLs

This model is a fine-tuned version of microsoft/codebert-base-mlm on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.7442
• Accuracy: 0.7322
• Weighted f1: 0.6538
• Micro f1: 0.7322
• Macro f1: 0.4303
• Weighted recall: 0.7322
• Micro recall: 0.7322
• Macro recall: 0.4233
• Weighted precision: 0.6314
• Micro precision: 0.7322
• Macro precision: 0.6034

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• gradient_accumulation_steps: 4
• total_train_batch_size: 32
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 2

Training results

Framework versions

• Transformers 4.30.2
• Pytorch 2.0.1+cu118
• Datasets 2.13.0
• Tokenizers 0.13.3