concept:kv-layout
KV Layout
KV Layout in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Frontier architectures & efficient inference
KV caches, GQA/MQA, and long context
Use kv caches, gqa/mqa, and long context to move the efficient inference production brief toward a defensible release.
Frontier architectures & efficient inferenceQuantization, compilation, and fused kernels
Use quantization, compilation, and fused kernels to move the efficient inference production brief toward a defensible release.
Frontier architectures & efficient inferenceContinuous batching and speculative decoding
Use continuous batching and speculative decoding to move the efficient inference production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.