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AMD ROCm software is the company's open-source stack for GPU computing, primarily targeting high-performance computing and machine learning workloads. It provides a direct alternative to NVIDIA's CUDA, supporting popular frameworks like PyTorch and TensorFlow. While it's powerful for developers with compatible AMD GPUs, its Linux-only focus and spotty consumer card support can be a hurdle for general use.