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izzcw/llama_3_70b_lora_sft_construction

sourceHugging Facellama3updated 1y agoView on Hugging Face
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llama370blorasft_construction

This model is a fine-tuned version of meta-llama/Meta-Llama-3-70B-Instruct on the identity and the filteredconstructiontrain_data datasets. It achieves the following results on the evaluation set:

  • Loss: 0.3475

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
  • trainbatchsize: 1
  • evalbatchsize: 1
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradientaccumulationsteps: 16
  • totaltrainbatch_size: 128
  • totalevalbatch_size: 8
  • optimizer: Use adamwtorch with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
  • lrschedulertype: cosine
  • lrschedulerwarmup_ratio: 0.1
  • num_epochs: 1.0

Training results

Training LossEpochStepValidation Loss
0.28440.4203300.3744
0.26460.8406600.3483

Framework versions

  • PEFT 0.12.0
  • Transformers 4.49.0
  • Pytorch 2.5.1+cu124
  • Datasets 3.2.0
  • Tokenizers 0.21.0