NetworkX Graph Synchronization Strategy for Concurrent Read-Write Workloads
Concurrency Model Gap NetworkX documents that its core graph classes— Graph , DiGraph , MultiGraph —are not thread-safe. The CPython GIL serializes bytecode, yet simultaneous mutations still race on the underlying dict structures, producing latency spikes that grow non-linearly with thread count. Serialization Overhead Pickle-based persistence adds another d