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finetuned-codet5-vbnet-csharp – AI Model by peterjandre | AlphaNeural AI

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finetuned-codet5-vbnet-csharp

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🚀 CodeT5 VB.NET → C# Translator

This is a fine-tuned version of Salesforce/CodeT5-base for translating VB.NET to C#.

📊 Evaluation Metrics

BLEU Score: 0.4506

1-gram: 0.6698
2-gram: 0.5402
3-gram: 0.4656
4-gram: 0.4132
Brevity penalty: 0.8773
Length ratio: 0.8843

ROUGE Scores:

ROUGE-1: 0.5836
ROUGE-2: 0.4586
ROUGE-L: 0.5378
ROUGE-Lsum: 0.5781

🔧 Usage

python

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

model = AutoModelForSeq2SeqLM.from_pretrained("{repo_id}")
tokenizer = AutoTokenizer.from_pretrained("{repo_id}")

vb_code = "Dim x As Integer = 5"
inputs = tokenizer(f"translate VB.NET to C#: {vb_code}", return_tensors="pt")
outputs = model.generate(**inputs)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

📁 Dataset Format

Training data was in JSONL with fields:

"vb_code": VB.NET input
"csharp_code": corresponding C# output

📄 License

MIT