diff --git a/python/ray/_private/ray_constants.py b/python/ray/_private/ray_constants.py
index 44512e755afd..470436c4008d 100644
--- a/python/ray/_private/ray_constants.py
+++ b/python/ray/_private/ray_constants.py
@@ -434,6 +434,7 @@ def env_set_by_user(key):
 NOSET_CUDA_VISIBLE_DEVICES_ENV_VAR = "RAY_EXPERIMENTAL_NOSET_CUDA_VISIBLE_DEVICES"
 
 CUDA_VISIBLE_DEVICES_ENV_VAR = "CUDA_VISIBLE_DEVICES"
+ROCR_VISIBLE_DEVICES_ENV_VAR = "ROCR_VISIBLE_DEVICES"
 NEURON_RT_VISIBLE_CORES_ENV_VAR = "NEURON_RT_VISIBLE_CORES"
 TPU_VISIBLE_CHIPS_ENV_VAR = "TPU_VISIBLE_CHIPS"
 NPU_RT_VISIBLE_DEVICES_ENV_VAR = "ASCEND_RT_VISIBLE_DEVICES"
diff --git a/python/ray/train/_internal/backend_executor.py b/python/ray/train/_internal/backend_executor.py
index 50eabe77642b..3815f31add40 100644
--- a/python/ray/train/_internal/backend_executor.py
+++ b/python/ray/train/_internal/backend_executor.py
@@ -27,6 +27,7 @@
     ENABLE_SHARE_CUDA_VISIBLE_DEVICES_ENV,
     ENABLE_SHARE_NEURON_CORES_ACCELERATOR_ENV,
     ENABLE_SHARE_NPU_RT_VISIBLE_DEVICES_ENV,
+    ENABLE_SHARE_ROCR_VISIBLE_DEVICES_ENV,
     RAY_TRAIN_ENABLE_STATE_TRACKING,
     TRAIN_ENABLE_WORKER_SPREAD_ENV,
     TRAIN_PLACEMENT_GROUP_TIMEOUT_S_ENV,
@@ -124,6 +125,12 @@ def __init__(
                 ENABLE_SHARE_NPU_RT_VISIBLE_DEVICES_ENV,
                 ray_constants.NPU_RT_VISIBLE_DEVICES_ENV_VAR,
             ),
+            # For AMD GPUs, they are using ROCR_VISIBLE_DEVICES env var.
+            ResourceConfig(
+                ray_constants.GPU,
+                ENABLE_SHARE_ROCR_VISIBLE_DEVICES_ENV,
+                ray_constants.ROCR_VISIBLE_DEVICES_ENV_VAR,
+            ),
         ]
 
         # Record the initialization time of BackendExecutor, which is
diff --git a/python/ray/train/constants.py b/python/ray/train/constants.py
index 62611a6060e5..e7f259302821 100644
--- a/python/ray/train/constants.py
+++ b/python/ray/train/constants.py
@@ -56,6 +56,10 @@ def _get_ray_train_session_dir() -> str:
 # Backend.share_cuda_visible_devices. 1 for True, 0 for False.
 ENABLE_SHARE_CUDA_VISIBLE_DEVICES_ENV = "TRAIN_ENABLE_SHARE_CUDA_VISIBLE_DEVICES"
 
+# Integer value which if set will not share ROCR accelerator visible devices
+# across workers. 1 for True (default), 0 for False.
+ENABLE_SHARE_ROCR_VISIBLE_DEVICES_ENV = "TRAIN_ENABLE_SHARE_ROCR_VISIBLE_DEVICES"
+
 # Integer value which if set will not share neuron-core accelerator visible cores
 # across workers. 1 for True (default), 0 for False.
 ENABLE_SHARE_NEURON_CORES_ACCELERATOR_ENV = (