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authorYurenHao0426 <blackhao0426@gmail.com>2026-01-13 23:49:05 -0600
committerYurenHao0426 <blackhao0426@gmail.com>2026-01-13 23:49:05 -0600
commitcd99d6b874d9d09b3bb87b8485cc787885af71f1 (patch)
tree59a233959932ca0e4f12f196275e07fcf443b33f /scripts/run_depth_experiment_shd.sbatch
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+#!/bin/bash
+#SBATCH --job-name=snn_depth_shd
+#SBATCH --account=bfqt-delta-gpu
+#SBATCH --partition=gpuA40x4
+#SBATCH --nodes=1
+#SBATCH --ntasks=1
+#SBATCH --cpus-per-task=8
+#SBATCH --gpus-per-node=1
+#SBATCH --mem=64G
+#SBATCH --time=04:00:00
+#SBATCH --output=runs/slurm_logs/%j_depth_shd.out
+#SBATCH --error=runs/slurm_logs/%j_depth_shd.err
+
+# ============================================================
+# Depth Comparison Experiment with SHD Dataset
+# ============================================================
+# Full experiment with real neuromorphic data (Spiking Heidelberg Digits)
+#
+# Usage:
+# sbatch scripts/run_depth_experiment_shd.sbatch
+# ============================================================
+
+set -e
+
+EPOCHS=${EPOCHS:-50}
+DEPTHS=${DEPTHS:-"1 2 3 4 6 8"}
+HIDDEN_DIM=${HIDDEN_DIM:-256}
+LAMBDA_REG=${LAMBDA_REG:-0.1}
+LR=${LR:-0.001}
+SEED=${SEED:-42}
+
+PROJECT_DIR="/projects/bfqt/users/yurenh2/ml-projects/snn-training"
+cd "$PROJECT_DIR"
+
+mkdir -p runs/slurm_logs
+
+echo "============================================================"
+echo "SHD Depth Comparison Experiment"
+echo "Job ID: $SLURM_JOB_ID | Node: $SLURM_NODELIST"
+echo "Start: $(date)"
+echo "============================================================"
+nvidia-smi --query-gpu=name,memory.total --format=csv,noheader
+echo "============================================================"
+
+python files/experiments/depth_comparison.py \
+ --epochs $EPOCHS \
+ --depths $DEPTHS \
+ --hidden_dim $HIDDEN_DIM \
+ --lambda_reg $LAMBDA_REG \
+ --lr $LR \
+ --seed $SEED \
+ --cfg data_io/configs/shd.yaml \
+ --out_dir runs/depth_comparison_shd \
+ --device cuda
+
+# Generate plots
+LATEST_RUN=$(ls -td runs/depth_comparison_shd/*/ 2>/dev/null | head -1)
+if [ -n "$LATEST_RUN" ]; then
+ echo "Generating plots..."
+ python files/experiments/plot_depth_comparison.py --results_dir "$LATEST_RUN"
+fi
+
+echo "============================================================"
+echo "Finished: $(date)"
+echo "============================================================"