With the rapid development of artificial intelligence (AI), machine learning (ML), and high-performance computing (HPC) across various industries, AMD has recently launched ROCm 6.3, an open-source platform designed specifically for AMD Instinct GPU accelerators. The platform aims to help developers tackle the demands of computing resources, memory management, and software optimization to improve work efficiency. ROCm 6.3 integrates multiple advanced tools and optimization features, striving for a balance between performance and efficiency.