Tag: KV Cache
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KV Cache Optimization: 3x Faster LLM Inference on 24GB VRAM
Learn KV cache optimization techniques to achieve 3x faster LLM inference with quantization, MQA, and PagedAttention on consumer GPUs with limited VRAM.
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LLM Memory Calculator: Online Estimators Miss 40% Usage
Calculate LLM memory needs accurately. Why online tools fail at KV cache estimation and how to fix it with real GPU profiling methods.
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PagedAttention in vLLM: KV Cache Paging for 24x Throughput
vLLM's PagedAttention cuts KV cache waste from 60-80% to near zero. Real benchmarks show 2-24x throughput gains over HuggingFaceโhere's how paging works.