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Diffstat (limited to 'scripts/run_cifar10_conv.sbatch')
| -rw-r--r-- | scripts/run_cifar10_conv.sbatch | 52 |
1 files changed, 52 insertions, 0 deletions
diff --git a/scripts/run_cifar10_conv.sbatch b/scripts/run_cifar10_conv.sbatch new file mode 100644 index 0000000..7d40074 --- /dev/null +++ b/scripts/run_cifar10_conv.sbatch @@ -0,0 +1,52 @@ +#!/bin/bash +#SBATCH --job-name=snn_cifar10_conv +#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=48:00:00 +#SBATCH --output=runs/slurm_logs/%j_cifar10_conv.out +#SBATCH --error=runs/slurm_logs/%j_cifar10_conv.err + +# ============================================================ +# CIFAR-10 Conv-SNN Experiment (Proper Architecture) +# ============================================================ +# Uses convolutional SNN that preserves spatial structure: +# Image (3,32,32) → Rate Encoding → Conv-LIF-Pool → FC → Output +# +# Tests whether Lyapunov regularization helps deeper Conv-SNNs +# ============================================================ + +set -e + +PROJECT_DIR="/projects/bfqt/users/yurenh2/ml-projects/snn-training" +cd "$PROJECT_DIR" + +mkdir -p runs/slurm_logs data + +echo "============================================================" +echo "CIFAR-10 Conv-SNN 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/cifar10_conv_experiment.py \ + --model simple \ + --T 25 \ + --epochs 50 \ + --batch_size 128 \ + --lr 0.001 \ + --lambda_reg 0.3 \ + --lambda_target -0.1 \ + --data_dir ./data \ + --out_dir runs/cifar10_conv \ + --device cuda + +echo "============================================================" +echo "Finished: $(date)" +echo "============================================================" |
