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poc_billion_laughs.pmml — 929 bytes, XML entity expansion to ~3GB (Billion Laughs attack)poc_xxe.pmml — 539 bytes, reads /etc/passwd via XML external entitypoc_many_fields.pmml — 739KB, 10,000 DataField elements causing parser exhaustionbenign.pmml — Clean PMML for comparison1from lxml import etree
2tree = etree.parse('poc_billion_laughs.pmml') # Expands to ~3GB, OOM