Summary
autrainer v0.10.0 was classified as CRITICAL RISK with a risk score of 134. Sigil detected 8 findings across 415 files, covering phases including provenance, code patterns, network exfiltration, install hooks. Review the findings below before installing this package.
Package description: A Modular and Extensible Deep Learning Toolkit for Computer Audition Tasks.
v0.10.0
28 March 2026, 00:01 UTC
by Sigil Bot
Risk Score
134
Findings
8
Files Scanned
415
Provenance
Findings by Phase
Phase Ordering
Phases are ordered by criticality, with the most dangerous at the top. Click any phase header to expand or collapse its findings. Critical phases are expanded by default.
install-pip-setup-exec
CRITICALsetup.py executes code at install time
autrainer-0.10.0/autrainer/training/training.py:133
if hasattr(self.criterion, "setup"):
self.criterion.setup(self.data)
self.criterion.to(self.DEVICE)Why was this flagged?
This setup.py calls subprocess, os.system, exec, or eval during package installation. Legitimate packages rarely need to execute arbitrary commands at install time. This pattern is commonly used by malicious packages to download and run payloads, exfiltrate environment variables, or establish persistence. Rated CRITICAL because it runs with the installer's full permissions.
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