ananyarn/get_python

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get_python

This model is a fine-tuned version of TheBloke/Mistral-7B-Instruct-v0.1-GPTQ on the generator dataset. It achieves the following results on the evaluation set:

• —Loss: 0.5718

Model description

This model can convert a given pseudo-code or algorithm to Python source code.

Intended uses & limitations

This model can be used by reasearchers, students and developers who are struggling to convert algorithms to code.

Training and evaluation data

The model was trained using ananyarn/AlgorithmandPythonSourceCode.

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Training hyperparameters

The following hyperparameters were used during training:

• —learning_rate: 2e-05
• —trainbatchsize: 4
• —evalbatchsize: 4
• —seed: 42
• —gradientaccumulationsteps: 4
• —totaltrainbatch_size: 16
• —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• —lrschedulertype: constant
• —lrschedulerwarmup_ratio: 0.03
• —training_steps: 250

Training results

Framework versions

• —PEFT 0.8.2
• —Transformers 4.37.2
• —Pytorch 2.2.0
• —Datasets 2.16.1
• —Tokenizers 0.15.1