Creating a Dataset for High-Performance Computing Code Translation using LLMs: A Bridge Between OpenMP Fortran and C++

Keyphrases

• High Performance Computing 100%
• C + + 100%
• Fortran 100%
• OpenMP 100%
• Large Language Models 100%
• Computing Codes 100%
• Code Translation 100%
• Evaluation Method 33%
• Competencies 33%
• Machine Learning Models 33%
• Training Machine 33%
• Similarity Test 33%
• Human Evaluation 33%
• C++ Code 33%
• Human Level 33%
• Code Similarity 33%
• Fold Increase 33%
• Model Fine-tuning 33%
• GPT-4 33%

Computer Science

• High-Performance Computing 100%
• Fortran 100%
• Large Language Model 100%
• Open Source 50%
• Generative Pre-Trained Transformer 4 50%
• Machine Learning 50%
• Learning System 50%