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Katochh/falcon-1b-code-generation

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
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falcon-1b-code-generation

This model is a fine-tuned version of petals-team/falcon-rw-1b on the codesearchnet dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9849

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: 0.0002
  • trainbatchsize: 2
  • evalbatchsize: 8
  • seed: 42
  • gradientaccumulationsteps: 2
  • totaltrainbatch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: cosine
  • lrschedulerwarmup_ratio: 0.03
  • training_steps: 320

Training results

Training LossEpochStepValidation Loss
1.27370.1201.1782
1.25010.2401.0921
1.12280.3601.0788
1.03770.4801.0385
1.110.51001.0663
1.04930.61201.0224
1.1050.71401.0216
1.10830.81601.0098
0.99560.91800.9959
1.11031.02001.0078
0.9611.12200.9895
0.90621.22400.9929
0.96851.32600.9913
0.91641.42800.9855
0.96531.53000.9851
0.89431.63200.9849

Framework versions

  • PEFT 0.10.0
  • Transformers 4.40.0
  • Pytorch 2.2.1+cu121
  • Datasets 2.19.0
  • Tokenizers 0.19.1