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3 articles with this tag

guides / analysis

ROCm vs CUDA: What Runs on AMD GPUs and What Needs Porting

Check dated ROCm support for PyTorch, JAX and inference servers, identify CUDA porting work, and compare live GPU prices against measured workload costs.

10 min read
hardware / guides

FP8 vs FP16 vs BF16: Which Precision, Which GPU

Pick a precision for pre-training, fine-tuning or inference, and see which rentable GPUs accelerate FP8 and FP4 in hardware and which only emulate them.

13 min read
hardware / guides

How to Read GPU Specs for AI: 3 Numbers That Decide

VRAM, memory bandwidth and dense throughput decide an AI workload. How to find them on a datasheet, and why the headline TFLOPS figure is usually doubled.

11 min read