falcon-7b-sharded

This model is a fine-tuned version of cosmin/falcon-7b-sharded-bf16 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 2.3060
  • F1: 0.0027

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: 0.0001
  • train_batch_size: 4
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • training_steps: 500

Training results

Training Loss Epoch Step Validation Loss F1
3.0776 1.0 55 2.8379 0.0027
2.3055 1.99 110 2.5165 0.0220
2.3104 2.99 165 2.4452 0.0027
2.1221 4.0 221 2.3845 0.0027
2.2114 5.0 276 2.3660 0.0151
2.0432 5.99 331 2.3325 0.0124
2.0811 6.99 386 2.3185 0.0027
2.0372 8.0 442 2.3066 0.0027
2.019 9.0 497 2.3058 0.0027
2.0906 9.05 500 2.3060 0.0027

Framework versions

  • Transformers 4.34.0
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.5
  • Tokenizers 0.14.1
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