p-doom/crowd-code-dataset-0.2 huggingface dataset:
[tab] slurm/jobs/franz/berlin/coinrun/mila_submission/50M_dataset/speed_ablations/batch_size_36/coinrun_dynamics_grain_ablation.sh (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=1
#SBATCH --ntasks-per-node=1
#SBATCH --time=24:00:00
#SBATCH --cpus-per-task=8
#SBATCH --gres=gpu:1
#SBATCH --output=/fast/project/HFMI_SynergyUnit/jafar_ws/logs/franz/coinrun/dynamics/%x_%j.log
#SBATCH --error=/fast/project/HFMI_SynergyUnit/jafar_ws/logs/franz/coinrun/dynamics/%x_%j.log
#SBATCH --job-name=dynamics_coinrun_mila_submission_batch_size_36_grain_ablation
#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

current_branch=$(git rev-parse --abbrev-ref HEAD)
if [ "$current_branch" != "ablation/use-pytorch-dataloader" ]; then
    echo "This script must be run from the ablation/use-pytorch-dataloader branch. Current branch is $current_branch. Exiting."
    exit 1
fi

# Log the sbatch script
cat $0

source .venv/bin/activate

job_name=$SLURM_JOB_NAME
slurm_job_id=$SLURM_JOB_ID

tags="coinrun dynamics 50m_dataset mila_submission speed_test batch_size_36 ablation grain_ablation unicorn"

npy_files_dir="/fast/project/HFMI_SynergyUnit/jafar_ws/data/coinrun/jafar_coinrun_50M"
tokenizer_ckpt_dir="/fast/project/HFMI_SynergyUnit/jafar_ws/checkpoints/coinrun/tokenizer/tokenizer_coinrun_mila_submission_29949"
CHECKPOINT_DIR="/fast/project/HFMI_SynergyUnit/jafar_ws/checkpoints/coinrun/dynamics/${job_name}/${slurm_job_id}"
mkdir -p $CHECKPOINT_DIR

env | grep SLURM


srun python jasmine/train_dynamics.py \
    --patch_size=16 \
    --batch_size=36 \
    --wandb_id $SLURM_JOB_ID \
    --ckpt_dir $CHECKPOINT_DIR \
    --name="${job_name}_${slurm_job_id}" \
    --tags ${tags} \
    --entity instant-uv \
    --project jafar \
    --num_steps=100_000 \
    --log_interval=10_000 \
    --log_image_interval=200_000 \
    --tokenizer_checkpoint="${tokenizer_ckpt_dir}" \
    --data_dir="${npy_files_dir}" &

child_pid=$!

wait $child_pid
[tab] slurm/dev/franz/berlin/coinrun/sample/maskgit/sample_dynamics_from_fully_trained_tokenizer.sh (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=1
#SBATCH --ntasks-per-node=4
#SBATCH --time=01:00:00
#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/coinrun/dynamics/sampling/maskgit/%x_%j.log
#SBATCH --error=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/coinrun/dynamics/sampling/maskgit/%x_%j.log
#SBATCH --job-name=coinrun_sample_maskgit

# Activate virtual environment
source .venv/bin/activate

array_records_dir="/fast/project/HFMI_SynergyUnit/jafar_ws/data/coinrun/array_records_500m_seed_w_increment/val"
CHECKPOINT_PATH=""/fast/project/HFMI_SynergyUnit/jafar_ws/checkpoints/coinrun/dynamics/dynamics_coinrun_500m_dataset/29519""


echo "Sampling from checkpoint: $CHECKPOINT_PATH"

srun python jasmine/sample.py \
    --checkpoint $CHECKPOINT_PATH \
    --data_dir=$array_records_dir \
    --seq_len=16 \
    --batch_size=4 \
    --patch_size=4 \
    --start_frame=4 \
    --image_height=64 \
    --image_width=64 \
    --dyna_type=maskgit
[content] slurm/dev/franz/berlin/coinrun/sample/maskgit/sample_mila_submission.sh (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=1
#SBATCH --ntasks-per-node=4
#SBATCH --time=01:00:00
#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/coinrun/dynamics/sampling/maskgit/%x_%j.log
#SBATCH --error=/hkfs/work/workspace/scratch/tum_ind3695-jafa_ws_shared/logs/logs_mihir/coinrun/dynamics/sampling/maskgit/%x_%j.log
#SBATCH --job-name=coinrun_sample_maskgit

# Activate virtual environment
source .venv/bin/activate

array_records_dir="/fast/project/HFMI_SynergyUnit/jafar_ws/data/coinrun/array_records_500m_seed_w_increment/val"
CHECKPOINT_PATH=""/fast/project/HFMI_SynergyUnit/jafar_ws/checkpoints/coinrun/dynamics/dynamics_coinrun_500m_dataset/29519""


echo "Sampling from checkpoint: $CHECKPOINT_PATH"

srun python jasmine/sample.py \
    --checkpoint $CHECKPOINT_PATH \
    --data_dir=$array_records_dir \
    --seq_len=16 \
    --batch_size=4 \
    --patch_size=4 \
    --start_frame=4 \
    --image_height=64 \
    --image_width=64 \
    --dyna_type=maskgit
[tab] slurm/jobs/franz/berlin/coinrun/mila_submission/50M_dataset/coinrun_dynamics_base.sh (shellscript)
#!/usr/bin/env bash

#SBATCH --nodes=1
#SBATCH --ntasks-per-node=1
#SBATCH --time=24:00:00
#SBATCH --cpus-per-task=8
#SBATCH --gres=gpu:1
#SBATCH --output=/fast/project/HFMI_SynergyUnit/jafar_ws/logs/franz/coinrun/dynamics/%x_%j.log
#SBATCH --error=/fast/project/HFMI_SynergyUnit/jafar_ws/logs/franz/coinrun/dynamics/%x_%j.log
#SBATCH --job-name=dynamics_coinrun_mila_submission
#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

source .venv/bin/activate

job_name=$SLURM_JOB_NAME
slurm_job_id=$SLURM_JOB_ID

tags="coinrun dynamics 50m_dataset mila_submission unicorn"

array_records_dir="/fast/project/HFMI_SynergyUnit/jafar_ws/data/coinrun/array_records_500m_seed_w_increment"
tokenizer_ckpt_dir="/fast/project/HFMI_SynergyUnit/jafar_ws/checkpoints/coinrun/tokenizer/tokenizer_coinrun_mila_submission_29949"
CHECKPOINT_DIR="/fast/project/HFMI_SynergyUnit/jafar_ws/checkpoints/coinrun/dynamics/${job_name}/${slurm_job_id}"
mkdir -p $CHECKPOINT_DIR

env | grep SLURM

current_branch=$(git rev-parse --abbrev-ref HEAD)
if [ "$current_branch" != "prepend-action-maskgit" ]; then
    echo "This script must be run from the prepend-action-maskgit branch. Current branch is $current_branch. Exiting."
    exit 1
fi

srun python jasmine/train_dynamics.py \
    --patch_size=16 \
    --save_ckpt \
    $restore_ckpt_flag \
    --wandb_id $SLURM_JOB_ID \
    --ckpt_dir $CHECKPOINT_DIR \
    --name="${job_name}_${slurm_job_id}" \
    --tags ${tags} \
    --entity instant-uv \
    --project jafar \
    --tokenizer_checkpoint="${tokenizer_ckpt_dir}" \
    --val_data_dir="${array_records_dir}/val" \
    --data_dir="${array_records_dir}/train" &

child_pid=$!

wait $child_pid