Commit 78eeea5

Repositorybojemoi
Branchmain
Authorgrafana-watcher
Hash78eeea58d13e88214844d9b11f2ee4d04d24d437

Description

  • fetch_msf_data: query ALL pwned hosts exhaustively + benign_ratio*n_pwned benign sample — avoids 5/50000 imbalance that made accuracy=1.0 trivial
  • build_feature_matrix: feature[6] = filtered_port_count (replaces malware_hits) confirmed_vulns used only for labels, not in X — breaks circular dependency
  • train.py synthetic: feature[6] = filtered_port_count to match real data layout
  • train_from_msf signature: benign_ratio param instead of msf_limit
  • Result: 184 pwned + 1000 benign, test_acc=0.933 (was 1.0 trivially)

Co-Authored-By: Claude Sonnet 4.6 noreply@anthropic.com

Files Changed

MMmmll--tthhrreeaatt//ttrraaiinn._pfyrom_msf.py

Diff Summary

mm2ll--fttihhlrreeesaattc//httarrnaagiiennd._,pfyr1o0m6_misnfs.eprytin1s24(22+),58deletions(-)