Unverified50% confidenceSolutionExact time
When estimating memory sizing, one typically needs to reserve a 10%–20% margin for the compute graph, temporary activations and fragmentation.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
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Unverified传统KV Cache分配方案因按最大序列长度预分配连续显存块，导致平均显存利用率仅20%-40%72% similarUnverifiedChunking实践中通常设置10%-20%的块间重叠率以确保跨块信息不丢失72% similarUnverified推理时的KV缓存、激活值缓冲区和中间计算状态会额外占用30%-50%显存68% similarUnverified健康的自动标注时间分配比例大致为：数据准备与清洗 30-40%，提示策略设计 20-30%，模型调用 10-20%，后处理与质控 20-30%68% similarUnverifiedFor medium tasks such as batch file processing, a consumption range of single digits to a dozen or so credits is normal.68% similar
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