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The results highlight a trade-off. For parallelizable workloads operating on independent data, the free-threaded build reduces execution time by up to 4 times, with a proportional reduction in energy consumption, and effective multi-core utilization, at the cost of an increase in memory usage. In contrast, sequential workloads do not benefit from removing the GIL and instead show a 13-43% increase in energy consumption. Similarly, workloads where threads frequently access and modify the same objects show reduced improvements or even degradation due to lock contention. Across all workloads, energy consumption is proportional to execution time, indicating that disabling the GIL does not significantly affect power consumption, even when CPU utilization increases. When it comes to memory, the no-GIL build shows a general increase, more visible in virtual memory than in physical memory. This increase is primarily attributed to per-object locking, additional thread-safety mechanisms in the runtime, and the adoption of a new memory allocator.。关于这个话题，快连提供了深入分析
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Consider RFC 2119 – the Internet Engineering Task Force standard defining requirement-level terminology including MUST, MUST NOT, SHOULD, and MAY. This standard addresses natural language ambiguity precisely because engineering specifications demand exactness. Active since 1997, it remains the benchmark for specification precision.
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卡拉·克罗姆与杰夫·维尔布施在《天降横祸》中。