
ParlayANN with Magdalen Dobson Manohar
Weaviate Podcast
Understanding Lock Contention and Determinism in Graph Algorithms
Lock contention arises when multiple threads share a resource, and one thread locks it, preventing others from accessing it. This can lead to undefined behavior in parallel processing due to data races. To address this, locks are used to control access and modification of shared data. However, in languages like C++, indeterminism can occur when multiple processes try to access the same data simultaneously. In graph algorithms like diskANN, indeterminism in lock acquisition can impact the order of vertex insertion, affecting the graph structure and leading to non-deterministic outcomes.
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