#!/bin/bash
#SBATCH --job-name=scaled_d12
#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=44:00:00
#SBATCH --output=runs/slurm_logs/%j_scaled_grid_d12.out
#SBATCH --error=runs/slurm_logs/%j_scaled_grid_d12.err

set -e

PROJECT_DIR="/projects/bfqt/users/yurenh2/ml-projects/snn-training"
cd "$PROJECT_DIR"

mkdir -p runs/slurm_logs runs/scaled_grid data

echo "============================================================"
echo "SCALED REGULARIZATION GRID SEARCH - DEPTH 12"
echo "Job ID: $SLURM_JOB_ID | Node: $SLURM_NODELIST"
echo "Start: $(date)"
echo "============================================================"
echo "Grid: λ_reg=[0.0005, 0.001, 0.002, 0.005] × reg_type=[mult_linear, mult_log]"
echo "Total: 8 experiments"
echo "============================================================"
nvidia-smi --query-gpu=name,memory.total --format=csv,noheader
echo "============================================================"

python files/experiments/scaled_reg_grid_search.py \
    --depth 12 \
    --epochs 100 \
    --batch_size 128 \
    --lr 0.001 \
    --data_dir ./data \
    --out_dir ./runs/scaled_grid

echo "============================================================"
echo "Finished: $(date)"
echo "============================================================"