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+#!/usr/bin/env bash
+# Peptides-struct training diagnosis: depth sweep + RNI(noise/>1-WL) + GCN(<1-WL) reference.
+set -uo pipefail
+cd /home/yurenh2/rrog
+export PYTHONPATH=/home/yurenh2/rrog
+echo "host=$(hostname) gpu=${CUDA_VISIBLE_DEVICES:-?} start=$(date -Is)"
+run() { echo "===== $* ====="; python3 diag/train_real.py "$@" --epochs 150 --seed 0 || echo "!! FAILED $*"; }
+run --conv gin --layers 5 --rni 0 # baseline 1-WL
+run --conv gin --layers 10 --rni 0 # depth / long-range
+run --conv gin --layers 5 --rni 16 # noise / beyond-1-WL ceiling test
+run --conv gcn --layers 5 --rni 0 # sub-1-WL reference
+echo "done=$(date -Is)"