post-restructure

scripts/main/v2/run_multifold_v2.py

@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-"""CLI wrapper that delegates to classes.frontend.Multifold with V2 loaders."""
+"""CLI wrapper for the V2 hypertower pipeline using V2HyperTower directly."""
 
 from __future__ import annotations
 
@@ -7,30 +7,17 @@ from pathlib import Path
 import sys
 
 # ensure repo root on path
-REPO_ROOT = Path(__file__).resolve().parents[1]
+REPO_ROOT = Path(__file__).resolve().parents[3]
 if str(REPO_ROOT) not in sys.path:
     sys.path.insert(0, str(REPO_ROOT))
 
-import classes.frontend as frontend
 from classes.v2.v2_hypertower import V2HyperTower
 
 
 def run_cli(cli_args=None):
-    parser = frontend.Multifold.build_parser()
-    parser.set_defaults(warmup_tower_epochs=None, warmup_fused_epochs=None)
-    parser.add_argument(
-        "--sample-mode",
-        choices=["eye", "patient"],
-        default="eye",
-        help="Build samples per eye (row-level) or per patient (multi-slot).",
-    )
+    parser = V2HyperTower.build_parser()
     args = parser.parse_args(cli_args)
-
-    # Monkeypatch the HyperTower class used inside Multifold.
-    frontend.HyperTower = V2HyperTower
-
-    runner = frontend.Multifold(args)
-    runner.run()
+    V2HyperTower(args).run()
 
 
 def main():