속성:Applicability
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c
Linux-managed DRAM+Optane/CXL-like tiered memory; base-page workloads with changing access distributions.
Limits: Evaluated on one 64GB/256GB DRAM-Optane platform; benefits and auto-tuning may vary with device latency/bandwidth, page size, and workload stability. Under huge pages Memtis was 1.03× faster in one Graph500 setting. +
citadel rethinking memory allocation to safeguard against inter domain rowhammer exploits 8fd39aca +
Multi-tenant DRAM systems needing inter-domain RowHammer isolation.
Limits: Assumes known DRAM row mapping/geometry and protects inter-domain placement rather than every RowHammer vector. +
cold archives must materialize content addressed model files and cross a storage failure domain 03687d8e +
Retiring GPU clusters, Hugging Face snapshot caches, checkpoint migrations, artifact escrow, and any experiment whose inputs are represented by symlink forests or shared caches. +
Lustre·HPC 분산 파일시스템.
Limits: Lustre/HPC 중심이며 임계값과 워크로드 변화에 민감하다. +
Long-running GPU experiments, training jobs, migrations, and any fail-closed pipeline that validates provenance only after expensive work. +
임베디드 virtualization에서 main-function VM 보호와 best-effort app 생존을 함께 요구할 때 해당한다. +
LSM key-value stores and compaction-policy design.
Limits: The explored strategies and workloads do not exhaust the design space, and the study does not provide an online adaptive selector. +
Codec과 camera 등 큰 contiguous DMA buffer가 필요한 mobile 또는 embedded kernel에 해당한다. +
스토리지 분리형 트랜잭션 DB, 클라우드 OLTP.
Limits: 고가용 저장소와 LogOnce/CAS 의미론에 의존하며 저장소 지연에 민감하다. +
Main-memory databases with pointer-heavy read paths.
Limits: Benefits shrink for compute/write-heavy workloads and depend on useful prefetch distance and batching concurrency. +
cost efficient large language model serving for multi turn conversations with cachedattention aa200b5c +
Multi-turn chatbot and agent services with repeated conversation prefixes.
Limits: Benefits depend on prefix reuse, storage bandwidth/capacity, context truncation, and scheduler locality. +
동일 런타임·라이브러리를 반복하는 VM 기반 FaaS worker에 높음. +
Data-intensive runtimes over local or remote file systems.
Limits: Requires OS/runtime integration and sufficiently predictable access patterns; aggressive prefetch can waste bandwidth. +
d
WRR을 실제 구현한 NVMe SSD를 공유하는 multi-tenant Linux I/O. +
embedded/mobile reserved-memory reclamation과 secondary file cache에 직접 해당한다. +
Multi-tenant serving of full- or parameter-efficiently fine-tuned models sharing a base.
Limits: Prompt computation is not accelerated; gains narrow at uniformly high load, and compression needs calibration plus known base lineage. +
SMP VM의 parallel runtime, multithreaded service, lock/communication-heavy workload 스케줄링에 해당한다. +
multimedia appliance/embedded product의 cross-layer performance debugging에 해당한다. +
대규모 비전-언어 모델 학습 플랫폼, 이질적 샘플 길이로 GPU bubble이 큰 파이프라인에 직접 적용 가능성이 높다. +
Datacenter disaggregated storage and object stores.
Limits: Benefits depend on topology, network balance, failure model, reconstruction traffic, and object-store integration. +