diff --git a/main.sh b/main.sh
deleted file mode 100644
index f5a5a0b..0000000
--- a/main.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-#!/bin/bash
-#SBATCH --partition=long
-#SBATCH --cpus-per-task=3
-#SBATCH --gres=gpu:rtx8000:1
-#SBATCH --mem=24G
-#SBATCH --time=4-06:00:00
-#SBATCH -o /home/mila/l/lena-nehale.ezzine/scratch/chunkgfn/slurm-%j.out
-
-module --quiet load python/3.10
-source ~/venvs/chunk/bin/activate
-
-
-exec python main.py experiment=bit_sequence_chunking_prioritized.yaml task_name=bit_sequence seed=1 data.max_len=64 gfn.chunk_algorithm=bpe gfn.n_samples=10000 gfn.pb='kolya' gfn.replay_buffer.cutoff_distance=12 gfn.reward_temperature=0.3333333333333333 logger.wandb.name=bit_sequence_chunking_prioritized_64_True_bpe logger.wandb.group=bit_sequence
\ No newline at end of file
diff --git a/prioritized_rb.sh b/prioritized_rb.sh
deleted file mode 100644
index c9f757f..0000000
--- a/prioritized_rb.sh
+++ /dev/null
@@ -1,55 +0,0 @@
-maxlen_cutoff=(
-    "64,12",
-    "128,25",   
-)
-
-algorithms=(
-    "bit_sequence_chunking_prioritized"
-)
-
-for seed in 1
-do
-    for algo in "${algorithms[@]}"
-    do
-        for task in "${maxlen_cutoff[@]}"
-        do
-            for pb in 'kolya' 'greedy'
-            do
-                IFS=',' read -r -d '' -a fields <<< "$task"
-
-                length="${fields[0]}"
-                length=$((length))
-                cutoff="${fields[1]}"
-                cutoff=$((cutoff))
-
-                if [[ $algo == *"chunking"* ]]; then
-                    sbatch bit_sequence.sh \
-                    experiment=${algo} \
-                    task_name=bit_sequence \
-                    seed=${seed} \
-                    data.max_len=${length} \
-                    gfn.chunk_algorithm=bpe \
-                    gfn.library_update_frequency=10 \
-                    gfn.n_samples=10000 \
-                    gfn.replay_buffer.capacity=10000 \
-                    gfn.pb=${pb} \
-                    gfn.replay_buffer.cutoff_distance=${cutoff} \
-                    gfn.reward_temperature=0.3333333333333333 \
-                    logger.wandb.name=${algo}_${length}_pb_${pb}_bpe \
-                    logger.wandb.group=bit_sequence    
-                else
-                    sbatch bit_sequence.sh \
-                    experiment=${algo} \
-                    task_name=bit_sequence \
-                    seed=${seed} \
-                    data.max_len=${length} \
-                    gfn.replay_buffer.cutoff_distance=${cutoff} \
-                    gfn.reward_temperature=0.3333333333333333 \
-                    logger.wandb.name=${algo}_${length}_bpe \
-                    logger.wandb.group=bit_sequence  
-                fi
-                    
-            done
-        done
-    done
-done
\ No newline at end of file
diff --git a/sbatch_scripts/bit_sequence/random_sampler_.sh b/sbatch_scripts/bit_sequence/random_sampler_.sh
deleted file mode 100644
index 5c8cda6..0000000
--- a/sbatch_scripts/bit_sequence/random_sampler_.sh
+++ /dev/null
@@ -1,21 +0,0 @@
-#!/bin/bash
-#SBATCH --partition=long
-#SBATCH --gres=gpu:1
-#SBATCH --cpus-per-task=1
-#SBATCH --nodes=1
-#SBATCH --ntasks-per-node=3
-#SBATCH --mem=32G
-#SBATCH --time=24:00:00
-#SBATCH -o /network/scratch/o/oussama.boussif/slurm-%j.out
-
-module --quiet load python/3.10
-source $VENV/ai_scientist/bin/activate
-
-# Define the tasks
-cat <<EOF > $SLURM_TMPDIR/tasks.conf
-0 sbatch_scripts/wrapper.sh python main.py seed=1998 logger.wandb.id=${SLURM_JOB_ID}-0 $@
-1 sbatch_scripts/wrapper.sh python main.py seed=2024 logger.wandb.id=${SLURM_JOB_ID}-1 $@
-2 sbatch_scripts/wrapper.sh python main.py seed=42 logger.wandb.id=${SLURM_JOB_ID}-2 $@
-EOF
-
-srun -l --output=$SCRATCH/slurm-%j-%t.out --multi-prog $SLURM_TMPDIR/tasks.conf
diff --git a/test.sh b/test.sh
deleted file mode 100644
index 9bdf949..0000000
--- a/test.sh
+++ /dev/null
@@ -1,23 +0,0 @@
-#!/bin/bash
-#SBATCH --partition=long
-#SBATCH --cpus-per-task=3
-#SBATCH --gres=gpu:rtx8000:1
-#SBATCH --mem=24G
-#SBATCH --time=6-00:00:00
-#SBATCH --output /network/scratch/v/vivianoj/chunkgfn/logs/rna_binding/slurm-%j.out
-#SBATCH --error /network/scratch/v/vivianoj/chunkgfn/logs/rna_binding/slurm-%j.err
-
-python main.py \
-    experiment=rna_binding_chunk_prioritized \
-    task_name=rna_binding \
-    data.task=L14_RNA1 \
-    seed=1234 \
-    data.modes_path=/home/mila/v/vivianoj/code/chunkgfn/L14_RNA1_modes.pkl \
-    gfn.chunk_algorithm=bpe \
-    gfn.library_update_frequency=25 \
-    gfn.n_samples=10000 \
-    gfn.replay_buffer.cutoff_distance=3 \
-    gfn.reward_temperature=0.3333333333333333 \
-    logger.wandb.name=ccds_chunk_prioritized_32_bpe \
-    logger.wandb.group=ccds \
-    trainer=default