diff --git a/python/ray/tune/schedulers/hb_bohb.py b/python/ray/tune/schedulers/hb_bohb.py
index 826a32b8d..7204e71e3 100644
--- a/python/ray/tune/schedulers/hb_bohb.py
+++ b/python/ray/tune/schedulers/hb_bohb.py
@@ -93,7 +93,7 @@ class HyperBandForBOHB(HyperBandScheduler):
         trial_runner.trial_executor.unpause_trial(trial)
         trial_runner._search_alg.searcher.on_unpause(trial.trial_id)
 
-    def choose_trial_to_run(self, trial_runner):
+    def choose_trial_to_run(self, trial_runner, allow_recurse=True):
         """Fair scheduling within iteration by completion percentage.
 
         List of trials not used since all trials are tracked as state
@@ -117,8 +117,17 @@ class HyperBandForBOHB(HyperBandScheduler):
                 for bracket in hyperband:
                     if bracket and any(trial.status == Trial.PAUSED
                                        for trial in bracket.current_trials()):
-                        # This will change the trial state and let the
-                        # trial runner retry.
+                        # This will change the trial state
                         self._process_bracket(trial_runner, bracket)
+
+                        # If there are pending trials now, suggest one.
+                        # This is because there might be both PENDING and
+                        # PAUSED trials now, and PAUSED trials will raise
+                        # an error before the trial runner tries again.
+                        if allow_recurse and any(
+                                trial.status == Trial.PENDING
+                                for trial in bracket.current_trials()):
+                            return self.choose_trial_to_run(
+                                trial_runner, allow_recurse=False)
         # MAIN CHANGE HERE!
         return None
diff --git a/python/ray/tune/schedulers/hyperband.py b/python/ray/tune/schedulers/hyperband.py
index 94897b71d..a2fe3ad91 100644
--- a/python/ray/tune/schedulers/hyperband.py
+++ b/python/ray/tune/schedulers/hyperband.py
@@ -282,7 +282,8 @@ class HyperBandScheduler(FIFOScheduler):
         for i, band in enumerate(self._hyperbands):
             out += "\nRound #{}:".format(i)
             for bracket in band:
-                out += "\n  {}".format(bracket)
+                if bracket:
+                    out += "\n  {}".format(bracket)
         return out
 
     def state(self):
diff --git a/python/ray/tune/tests/test_trial_scheduler.py b/python/ray/tune/tests/test_trial_scheduler.py
index ec7e96c5b..320e76af3 100644
--- a/python/ray/tune/tests/test_trial_scheduler.py
+++ b/python/ray/tune/tests/test_trial_scheduler.py
@@ -689,6 +689,30 @@ class BOHBSuite(unittest.TestCase):
         self.assertTrue("hyperband_info" in spy_result)
         self.assertEquals(spy_result["hyperband_info"]["budget"], 1)
 
+    def testPauseResumeChooseTrial(self):
+        def result(score, ts):
+            return {"episode_reward_mean": score, TRAINING_ITERATION: ts}
+
+        sched = HyperBandForBOHB(max_t=10, reduction_factor=3, mode="min")
+        runner = _MockTrialRunner(sched)
+        runner._search_alg = MagicMock()
+        runner._search_alg.searcher = MagicMock()
+        trials = [Trial("__fake") for i in range(3)]
+        for t in trials:
+            runner.add_trial(t)
+            runner._launch_trial(t)
+
+        all_results = [result(1, 5), result(2, 1), result(3, 5)]
+        for trial, trial_result in zip(trials, all_results):
+            decision = sched.on_trial_result(runner, trial, trial_result)
+            self.assertEqual(decision, TrialScheduler.PAUSE)
+            runner._pause_trial(trial)
+
+        run_trial = sched.choose_trial_to_run(runner)
+        self.assertEqual(run_trial, trials[1])
+        self.assertSequenceEqual([t.status for t in trials],
+                                 [Trial.PAUSED, Trial.PENDING, Trial.PAUSED])
+
 
 class _MockTrial(Trial):
     def __init__(self, i, config):