diff --git a/examples/benchmarks/redox/run_redox.py b/examples/benchmarks/redox/run_redox.py
deleted file mode 100644
index 3fb768b..0000000
--- a/examples/benchmarks/redox/run_redox.py
+++ /dev/null
@@ -1,78 +0,0 @@
-import os
-from pathlib import Path
-
-import ray
-import rdkit
-from graphenv.graph_env import GraphEnv
-from ray import tune
-from ray.rllib.utils.framework import try_import_tf
-from rlmolecule.builder import MoleculeBuilder
-from rlmolecule.examples.redox import RedoxState
-from rlmolecule.molecule_model import MoleculeModel
-from rlmolecule.policy.preprocessor import load_preprocessor
-
-tf1, tf, tfv = try_import_tf()
-num_gpus = len(tf.config.list_physical_devices("GPU"))
-print(f"{num_gpus = }")
-
-stability_model="/projects/rlmolecule/pstjohn/models/20210214_radical_stability_new_data/"
-redox_model="/projects/rlmolecule/pstjohn/models/20210214_redox_new_data/"
-bde_model="/projects/rlmolecule/pstjohn/models/20210216_bde_new_nfp/"
-
-max_atoms = 40
-
-redoxstate = RedoxState(
-    rdkit.Chem.MolFromSmiles("C"),
-    builder=MoleculeBuilder(max_atoms=max_atoms, cache=True, gdb_filter=False),
-    smiles="C",
-    max_num_actions=32,
-    warn=False,
-    prune_terminal_states=True,
-    stability_model= stability_model,
-    redox_model= redox_model,
-    bde_model= bde_model,
-)
-
-print(redoxstate)
-
-print('tune1')
-
-if __name__ == "__main__":
-
-    custom_model = MoleculeModel
-    
-    print('tune')
-    
-    tune.run(
-        "PPO",
-        config=dict(
-            **{
-                "env": GraphEnv,
-                "env_config": {
-                    "state": redoxstate,
-                    "max_num_children": redoxstate.max_num_actions,
-                },
-                "model": {
-                    "custom_model": custom_model,
-                    "custom_model_config": {
-                        "preprocessor": load_preprocessor(),
-                        "features": 32,
-                        "num_messages": 1,
-                    },
-                },
-                "num_gpus": 1 if num_gpus >= 1 else 0,
-                "framework": "tf2",
-                "eager_tracing": True,
-                "batch_mode": "complete_episodes",
-                "gamma": 1.0,
-                "num_workers": 33,
-                "lr": 0.001,
-                "entropy_coeff": 0.001,
-                "num_sgd_iter": 5,
-                "train_batch_size": 4000,
-            },
-        ),
-        local_dir=Path("/scratch", os.environ["USER"], "ray_results_molecule"),
-    )
-
-    ray.shutdown()
diff --git a/examples/benchmarks/redox/submit_redox.sh b/examples/benchmarks/redox/submit_redox.sh
deleted file mode 100644
index 4756a7c..0000000
--- a/examples/benchmarks/redox/submit_redox.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-#!/bin/bash --login
-#SBATCH --account=rlmolecule
-#SBATCH --job-name=redox
-#SBATCH --partition=debug
-#SBATCH --time=01:00:00
-#SBATCH --nodes=1
-#SBATCH --gres=gpu:2
-#SBATCH --tasks-per-node=1
-#SBATCH --cpus-per-task=36
-
-module load cudnn/8.1.1/cuda-11.2
-conda activate /projects/rlmolecule/svss/envs/rllib
-python run_redox.py