diff --git a/jaxlib/gpu/triton_kernels.cc b/jaxlib/gpu/triton_kernels.cc
index f57e69b168f9..cbd16b688e9b 100644
--- a/jaxlib/gpu/triton_kernels.cc
+++ b/jaxlib/gpu/triton_kernels.cc
@@ -296,6 +296,14 @@ absl::Status Kernel::Launch(gpuStream_t stream, uint32_t grid[3],
         /*blockDimY=*/1, /*blockDimZ=*/1, shared_mem_bytes_, stream, params,
         /*extra=*/nullptr));
   }
+  CUlaunchAttribute launch_attrs[2];
+  launch_attrs[0].id = CU_LAUNCH_ATTRIBUTE_CLUSTER_DIMENSION;
+  launch_attrs[0].value.clusterDim.x = cluster_dims_[0];
+  launch_attrs[0].value.clusterDim.y = cluster_dims_[1];
+  launch_attrs[0].value.clusterDim.z = cluster_dims_[2];
+  launch_attrs[1].id = CU_LAUNCH_ATTRIBUTE_CLUSTER_SCHEDULING_POLICY_PREFERENCE;
+  launch_attrs[1].value.clusterSchedulingPolicyPreference =
+      CU_CLUSTER_SCHEDULING_POLICY_SPREAD;
   CUlaunchConfig launch_config = {
       /*gridDimX=*/grid[0] * cluster_dims_[0],
       /*gridDimY=*/grid[1] * cluster_dims_[1],
@@ -305,8 +313,8 @@ absl::Status Kernel::Launch(gpuStream_t stream, uint32_t grid[3],
       /*blockDimZ=*/1,
       /*sharedMemBytes=*/shared_mem_bytes_,
       /*hStream=*/stream,
-      /**attrs=*/nullptr,  // TODO(giorgioa): Add attrs for block clusters.
-      /*numAttrs=*/0,
+      /**attrs=*/launch_attrs,
+      /*numAttrs=*/2,
   };
   return JAX_AS_STATUS(
       cuLaunchKernelEx(&launch_config, kernel, params, /*extra=*/nullptr));