p-doom/crowd-code-dataset-0.2 huggingface dataset:
[tab] slurm/jobs/mihir/horeka/causal_big_runs/train_dynamics_8_nodes_filter_dark_req.sbatch (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=8
#SBATCH --ntasks-per-node=4
#SBATCH --time=48:00:00
#SBATCH --partition=accelerated
#SBATCH --cpus-per-task=5
#SBATCH --gres=gpu:4
#SBATCH --output=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/causal/dynamics-cotraining/%x_%j.log
#SBATCH --error=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/causal/dynamics-cotraining/%x_%j.log
#SBATCH --job-name=train_dynamics_causal_8_node
#SBATCH --requeue
#SBATCH --signal=b:usr1@300 # 5 min before timeout

# --- signal trap to requeue job before timeout ---
requeue_job() {
    echo "[$(date)] caught sigusr1 (timeout warning), requeueing slurm job $SLURM_JOB_ID..."
    # optional: trigger checkpoint saving here
    # e.g., touch $checkpoint_dir/requeue_trigger
    scontrol requeue $SLURM_JOB_ID
    exit 0
}

trap requeue_job sigusr1

# set checkpoint flag based on restart count
restart_count=$(scontrol show job $SLURM_JOB_ID | grep -o 'Restarts=[0-9]*' | cut -d'=' -f2)

if [ $restart_count -eq 0 ]; then
    restore_ckpt_flag="--no-restore-ckpt"
else
    restore_ckpt_flag="--restore-ckpt"
fi



# Log the sbatch script
cat $0

module unload mpi/openmpi/5.0
module unload devel/cuda/12.4
source .venv/bin/activate

array_records_dir=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/data_new/open_ai_minecraft_arrayrecords_chunked

job_name=$SLURM_JOB_NAME
# slurm_job_id=$SLURM_JOB_ID
slurm_job_id=3418832

CHECKPOINT_DIR=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/checkpoints/mihir/holiday/causal/$job_name/$slurm_job_id
mkdir -p $CHECKPOINT_DIR

# tokenizer with the new structure supporting larger ffn_dim
tokenizer_ckpt_dir=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/checkpoints/big-runs/tokenizer/train_tokenizer_1e-4/3412401

env | grep SLURM

# export PYTHONUNBUFFERED=1

srun python train_dynamics.py \
    --save_ckpt \
    --restore_ckpt \
    --wandb_id $slurm_job_id \
    --ckpt_dir $CHECKPOINT_DIR \
    --batch_size=160 \
    --init_lr=0 \
    --dyna_type=causal \
    --num_latent_actions=100 \
    --darkness_threshold=50 \
    --max_lr=8e-5 \
    --log_image_interval=1000 \
    --log \
    --log_checkpoint_interval=1000 \
    --name=dynamics-causal-8-node-darkness-filter-$slurm_job_id \
    --tags dynamics causal 8-node post-launch-main darkness-filter \
    --entity instant-uv \
    --project jafar \
    --dyna_dim=1024 \
    --dyna_num_blocks=16 \
    --dyna_num_heads=16 \
    --dyna_ffn_dim=4096 \
    --tokenizer_checkpoint=$tokenizer_ckpt_dir \
    --data_dir $array_records_dir &

child_pid=$!

wait $child_pid
[tab] slurm/jobs/mihir/horeka/sbatch_holiday.sh (shellscript)
# causal 
sbatch slurm/jobs/mihir/horeka/causal_big_runs/train_dynamics_8_nodes.sbatch
sbatch slurm/jobs/mihir/horeka/causal_big_runs/train_dynamics_8_nodes_filter_dark.sbatch

# maskgit
sbatch slurm/jobs/mihir/horeka/maskgit_big_runs/train_dynamics_8_nodes.sbatch
sbatch slurm/jobs/mihir/horeka/maskgit_big_runs/train_dynamics_8_nodes_filter_dark.sbatch
[tab] slurm/jobs/mihir/horeka/lam/train_lam_minecraft_8node copy.sbatch (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=8
#SBATCH --ntasks-per-node=4
#SBATCH --time=48:00:00
#SBATCH --partition=accelerated
#SBATCH --cpus-per-task=5
#SBATCH --gres=gpu:4
#SBATCH --output=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/lam/train_lam_minecraft_8node_%j.log
#SBATCH --error=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/lam/train_lam_minecraft_8node_%j.log
#SBATCH --job-name=train_lam_minecraft_8node
#SBATCH --requeue
#SBATCH --signal=b:usr1@300 # 5 min before timeout

# --- signal trap to requeue job before timeout ---
requeue_job() {
    echo "[$(date)] caught sigusr1 (timeout warning), requeueing slurm job $SLURM_JOB_ID..."
    scontrol requeue $SLURM_JOB_ID
    exit 0
}

trap requeue_job sigusr1

# set checkpoint flag based on restart count
restart_count=$(scontrol show job $SLURM_JOB_ID | grep -o 'Restarts=[0-9]*' | cut -d'=' -f2)

if [ $restart_count -eq 0 ]; then
    restore_ckpt_flag="--no-restore-ckpt"
else
    restore_ckpt_flag="--restore-ckpt"
fi

# Log the sbatch script
cat $0

module unload mpi/openmpi/5.0
module unload devel/cuda/12.4
source .venv/bin/activate

array_records_dir=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/data_new/open_ai_minecraft_arrayrecords_chunked

job_name=$SLURM_JOB_NAME
slurm_job_id=$SLURM_JOB_ID

CHECKPOINT_DIR=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/checkpoints/mihir/lam/$job_name/$slurm_job_id
mkdir -p $CHECKPOINT_DIR

env | grep SLURM

srun python lam.py \
    --save_ckpt \
    $restore_ckpt_flag \
    --wandb_id $slurm_job_id \
    --ckpt_dir $CHECKPOINT_DIR \
    --batch_size=160 \
    --init_lr=0 \
    --max_lr=1e-4 \
    --log_image_interval=1000 \
    --log \
    --log_checkpoint_interval=1000 \
    --name=lam-minecraft-8-node-$slurm_job_id \
    --tags lam minecraft 8-node \
    --entity instant-uv \
    --project jafar \
    --num_latents=100 \
    --data_dir $array_records_dir &

child_pid=$!

wait $child_pid
[tab] slurm/jobs/mihir/horeka/lam/train_lam_minecraft_1node_dev.sbatch (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=8
#SBATCH --ntasks-per-node=4
#SBATCH --time=48:00:00
#SBATCH --partition=accelerated
#SBATCH --cpus-per-task=5
#SBATCH --gres=gpu:4
#SBATCH --output=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/lam/train_lam_minecraft_8node_%j.log
#SBATCH --error=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/lam/train_lam_minecraft_8node_%j.log
#SBATCH --job-name=train_lam_minecraft_8node
#SBATCH --requeue
#SBATCH --signal=b:usr1@300 # 5 min before timeout

# --- signal trap to requeue job before timeout ---
requeue_job() {
    echo "[$(date)] caught sigusr1 (timeout warning), requeueing slurm job $SLURM_JOB_ID..."
    scontrol requeue $SLURM_JOB_ID
    exit 0
}

trap requeue_job sigusr1

# set checkpoint flag based on restart count
restart_count=$(scontrol show job $SLURM_JOB_ID | grep -o 'Restarts=[0-9]*' | cut -d'=' -f2)

if [ $restart_count -eq 0 ]; then
    restore_ckpt_flag="--no-restore-ckpt"
else
    restore_ckpt_flag="--restore-ckpt"
fi

# Log the sbatch script
cat $0

module unload mpi/openmpi/5.0
module unload devel/cuda/12.4
source .venv/bin/activate

array_records_dir=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/data_new/open_ai_minecraft_arrayrecords_chunked

job_name=$SLURM_JOB_NAME
slurm_job_id=$SLURM_JOB_ID

CHECKPOINT_DIR=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/checkpoints/mihir/lam/$job_name/$slurm_job_id
mkdir -p $CHECKPOINT_DIR

env | grep SLURM

srun python lam.py \
    --save_ckpt \
    $restore_ckpt_flag \
    --wandb_id $slurm_job_id \
    --ckpt_dir $CHECKPOINT_DIR \
    --batch_size=160 \
    --init_lr=0 \
    --max_lr=1e-4 \
    --log_image_interval=1000 \
    --log \
    --log_checkpoint_interval=1000 \
    --name=lam-minecraft-8-node-$slurm_job_id \
    --tags lam minecraft 8-node \
    --entity instant-uv \
    --project jafar \
    --num_latents=100 \
    --data_dir $array_records_dir &

child_pid=$!

wait $child_pid