… Calibrating the model to obtain scaling factors for lower-precision GEMMs and exporting the quantized model to the TensorRT-LLM checkpoint . …
… 9 MIN READ Apr 09, 2026 Cut Checkpoint Costs with About 30 Lines of Python and NVIDIA nvCOMP Training LLMs requires periodic checkpoints. …
… When evaluating deployment formats like FP4, FP8, and BF16, the trade-offs between inference speed, memory usage, and accuracy can be visualized on a Pareto front . …
… The benchmark checks the quality of the output and word count with respect to a control set of LLM-generated responses. …