Short Answer

Memory Allocation Failure Analysis

An LLM inference server has enough total free memory to accommodate a new user request, but it fails to allocate the necessary KV cache, resulting in an out-of-memory error. However, a different server with the same amount of free memory but equipped with a block-based caching mechanism successfully processes the same request. Based on the principles of memory management for attention mechanisms, explain the most likely reason for this difference in outcomes.

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Updated 2025-10-02

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