Unlock 90% KV Cache Hit Rates with llm-d Intelligent Routing | llm-d
Unlock 90% KV Cache Hit Rates with llm-d Intelligent Routing | llm-d
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linkedin.com
New KV cache compaction technique cuts LLM memory 50x without accuracy loss
New KV cache compaction technique cuts LLM memory 50x …
1 week ago
venturebeat.com
Meet kvcached (KV cache daemon): a KV cache open-source library for LLM serving on shared GPUs
Meet kvcached (KV cache daemon): a KV cache open-source library fo…
4 months ago
linkedin.com
Introducing LightInferra Fully Optimized KV Cache Engine from Lightbits Labs
Introducing LightInferra Fully Optimized KV Cache Engine from …
3 days ago
linkedin.com
Why Your LLM is Slow Despite High GPU Usage? Your GPU shows 90% usage but your LLM runs like it's 1995? The culprit is context-induced spillover on Nvidia hardware. 🔴 The Problem: Your VRAM houses both model weights AND KV cache (conversation memory). When num_ctx is set too high, Ollama offloads critical layers to system RAM, creating a massive memory bandwidth bottleneck. ⚡ Why It's Slow: Your GPU processes at hundreds of GB/s, but gets stuck waiting for CPU data over the slow PCIe bus. Runni
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Why Your LLM is Slow Despite High GPU Usage? Your GPU shows 90…
413 views4 weeks ago
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#inferslice #mwc26 #llm #generativeai #inferenceatscale #telco #edgeai #btgroup #nvidia #bristol #research | Juan Marcelo Parra Ullauri, PhD
#inferslice #mwc26 #llm #generativeai #inferenceatscale #t…
4 views3 weeks ago
linkedin.com
In the race for larger LLM context windows, efficiency remains king. This clip unpacks why million-token capacities don't guarantee perfect recall—KV cache quadratic scaling demands massive compute, and attention dilutes mid-context, as shown in 'Lost in the Middle' research [8]. Hybrid Mamba-transformers enable linear scaling, ideal for loading large codebases or documents without performance cliffs [transcript][1]. IBM researchers highlight ring attention and relative positioning to curb costs
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In the race for larger LLM context windows, efficiency remains king. …
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