Add Weibull shape export scripts

run_weibull_shape_exports.sh

@@ -0,0 +1,76 @@
+#!/usr/bin/env bash
+
+# Export Weibull shape-parameter summaries for the all_future models trained
+# with smoking/alcohol/BMI extra information.
+#
+# Bash 4.2 compatible. Run from the DeepHealth repository root on the Linux
+# server, for example:
+#
+#   bash run_weibull_shape_exports.sh
+#
+# Optional overrides:
+#   PYTHON=python3 DEVICE=cuda BATCH_SIZE=128 NUM_WORKERS=4 ROW_BATCH_SIZE=512 \
+#     bash run_weibull_shape_exports.sh
+
+set -euo pipefail
+
+PYTHON="${PYTHON:-python}"
+DEVICE="${DEVICE:-cuda}"
+BATCH_SIZE="${BATCH_SIZE:-128}"
+NUM_WORKERS="${NUM_WORKERS:-4}"
+ROW_BATCH_SIZE="${ROW_BATCH_SIZE:-512}"
+LANDMARK_START="${LANDMARK_START:-40}"
+LANDMARK_STOP="${LANDMARK_STOP:-80}"
+LANDMARK_STEP="${LANDMARK_STEP:-5}"
+HORIZONS="${HORIZONS:-1,5,10}"
+
+RUNS=(
+  "runs/relative_weibull_all_future_pure_disease_20260620_095229"
+  "runs/relative_mixed_all_future_pure_disease_20260620_132415"
+  "runs/absolute_weibull_all_future_pure_disease_20260620_114816"
+  "runs/absolute_mixed_all_future_pure_disease_20260620_161804"
+)
+
+echo "Python: ${PYTHON}"
+echo "Device: ${DEVICE}"
+echo "Batch size: ${BATCH_SIZE}"
+echo "Workers: ${NUM_WORKERS}"
+echo "Row batch size: ${ROW_BATCH_SIZE}"
+echo "Horizons: ${HORIZONS}"
+echo
+
+for run_path in "${RUNS[@]}"; do
+  if [[ ! -d "${run_path}" ]]; then
+    echo "[ERROR] Missing run directory: ${run_path}" >&2
+    exit 1
+  fi
+  if [[ ! -f "${run_path}/best_model.pt" ]]; then
+    echo "[ERROR] Missing checkpoint: ${run_path}/best_model.pt" >&2
+    exit 1
+  fi
+  if [[ ! -f "${run_path}/train_config.json" ]]; then
+    echo "[ERROR] Missing config: ${run_path}/train_config.json" >&2
+    exit 1
+  fi
+
+  output_path="${run_path}/weibull_shape_parameter_stats_test"
+  echo "=== Exporting Weibull shape stats: ${run_path} ==="
+  "${PYTHON}" export_weibull_shape_parameter_stats.py \
+    --run_path "${run_path}" \
+    --output_path "${output_path}" \
+    --eval_split test \
+    --device "${DEVICE}" \
+    --batch_size "${BATCH_SIZE}" \
+    --num_workers "${NUM_WORKERS}" \
+    --row_batch_size "${ROW_BATCH_SIZE}" \
+    --hidden_cache_dtype float32 \
+    --landmark_start "${LANDMARK_START}" \
+    --landmark_stop "${LANDMARK_STOP}" \
+    --landmark_step "${LANDMARK_STEP}" \
+    --horizons "${HORIZONS}" \
+    --include_all_token_rho_summary
+  echo "Wrote: ${output_path}"
+  echo
+done
+
+echo "All Weibull shape exports completed."