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gpu-for-inference

2 posts

GPU FOR INFERENCE · 031×128 TILES · 128×128 BLOCKSFP8ONE SCALE PER TILE
gpu-for-inferencedeepgemmgpu

DeepGEMM: The Matrix Multiplications Behind DeepSeek's Models

What DeepGEMM computes for DeepSeek's models: block-scaled FP8 and FP4 matrix multiplications, grouped GEMMs for MoE experts, and the fused Mega MoE kernel.

by The Serving Stack
GPU FOR INFERENCE · 0148 SMs · 24 MiB L2 · 273 GB/s DRAM
gpu-for-inferencegpucuda

A GPU in One Picture: SMs, Warps, and Memory

The parts of a GPU that decide inference speed, from streaming multiprocessors to DRAM, with one real GPU's numbers and three measurements.

by The Serving Stack

Inference Notes

Once a week: what changed in serving AI models, and what it means if you build, run or pay for them, in about five minutes.

The Serving Stack

Inference Engineering, In Depth

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