pszemraj / bart-base-code-instructiongen

huggingface.co
Total runs: 18
24-hour runs: 0
7-day runs: 4
30-day runs: 6
Model's Last Updated: December 29 2025
text-generation

Introduction of bart-base-code-instructiongen

Model Details of bart-base-code-instructiongen

bart-base-code-instructiongen

Use this text2text model to find out what LLM instructions might be able to generate an arbitary piece of code!

This model is a fine-tuned version of facebook/bart-base on the pszemraj/fleece2instructions-codealpaca dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0136
  • Rouge1: 59.9513
  • Rouge2: 33.9118
  • Rougel: 55.7815
  • Rougelsum: 56.9064
  • Gen Len: 29.7146
Intended uses & limitations

🚨 note: as the authors elected to release the original dataset under cc-by-nc , the license carries over to this model and cannot be used for commercial activity .

This is just a base size model, which does a decent job for its size, but is not perfect. For better quality instructions, check out bart-large or fine tune your own larger model on the dataset :)

Intended use: Research on domain adaptation and/or other improvements to LLMs by extending instruction:text data pairs.

Training and evaluation data

Refer to the linked dataset card for pszemraj/fleece2instructions-codealpaca or the original dataset repo.

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 8e-05
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • distributed_type: multi-GPU
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.02
  • num_epochs: 3.0
Training results
Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
1.1165 1.0 281 1.1090 57.9239 31.9259 53.8737 54.9811 28.2924
1.0763 2.0 563 1.0267 59.9605 34.0298 55.7523 56.8021 29.6966
0.9595 2.99 843 1.0136 59.9513 33.9118 55.7815 56.9064 29.7146

Runs of pszemraj bart-base-code-instructiongen on huggingface.co

18
Total runs
0
24-hour runs
2
3-day runs
4
7-day runs
6
30-day runs

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https://huggingface.co/pszemraj/bart-base-code-instructiongen

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