diff --git a/python/ray/tune/logger.py b/python/ray/tune/logger.py
index d2c79e6d8..183ba6490 100644
--- a/python/ray/tune/logger.py
+++ b/python/ray/tune/logger.py
@@ -9,6 +9,7 @@ import numpy as np
 import os
 import yaml
 
+import ray.cloudpickle as cloudpickle
 from ray.tune.log_sync import get_syncer
 from ray.tune.result import NODE_IP, TRAINING_ITERATION, TIME_TOTAL_S, \
     TIMESTEPS_TOTAL
@@ -103,6 +104,9 @@ class _JsonLogger(Logger):
                 indent=2,
                 sort_keys=True,
                 cls=_SafeFallbackEncoder)
+        config_pkl = os.path.join(self.logdir, "params.pkl")
+        with open(config_pkl, "wb") as f:
+            cloudpickle.dump(self.config, f)
         local_file = os.path.join(self.logdir, "result.json")
         self.local_out = open(local_file, "w")