Fix Group offloading behaviour when using streams (#11097)

* update

* update

src/diffusers/hooks/group_offloading.py

@@ -181,6 +181,13 @@ class LazyPrefetchGroupOffloadingHook(ModelHook):
         self._layer_execution_tracker_module_names = set()
 
     def initialize_hook(self, module):
+        def make_execution_order_update_callback(current_name, current_submodule):
+            def callback():
+                logger.debug(f"Adding {current_name} to the execution order")
+                self.execution_order.append((current_name, current_submodule))
+
+            return callback
+
         # To every submodule that contains a group offloading hook (at this point, no prefetching is enabled for any
         # of the groups), we add a layer execution tracker hook that will be used to determine the order in which the
         # layers are executed during the forward pass.
@@ -192,14 +199,8 @@ class LazyPrefetchGroupOffloadingHook(ModelHook):
             group_offloading_hook = registry.get_hook(_GROUP_OFFLOADING)
 
             if group_offloading_hook is not None:
-
-                def make_execution_order_update_callback(current_name, current_submodule):
-                    def callback():
-                        logger.debug(f"Adding {current_name} to the execution order")
-                        self.execution_order.append((current_name, current_submodule))
-
-                    return callback
-
+                # For the first forward pass, we have to load in a blocking manner
+                group_offloading_hook.group.non_blocking = False
                 layer_tracker_hook = LayerExecutionTrackerHook(make_execution_order_update_callback(name, submodule))
                 registry.register_hook(layer_tracker_hook, _LAYER_EXECUTION_TRACKER)
                 self._layer_execution_tracker_module_names.add(name)
@@ -229,6 +230,7 @@ class LazyPrefetchGroupOffloadingHook(ModelHook):
         # Remove the layer execution tracker hooks from the submodules
         base_module_registry = module._diffusers_hook
         registries = [submodule._diffusers_hook for _, submodule in self.execution_order]
+        group_offloading_hooks = [registry.get_hook(_GROUP_OFFLOADING) for registry in registries]
 
         for i in range(num_executed):
             registries[i].remove_hook(_LAYER_EXECUTION_TRACKER, recurse=False)
@@ -236,8 +238,13 @@ class LazyPrefetchGroupOffloadingHook(ModelHook):
         # Remove the current lazy prefetch group offloading hook so that it doesn't interfere with the next forward pass
         base_module_registry.remove_hook(_LAZY_PREFETCH_GROUP_OFFLOADING, recurse=False)
 
-        # Apply lazy prefetching by setting required attributes
-        group_offloading_hooks = [registry.get_hook(_GROUP_OFFLOADING) for registry in registries]
+        # LazyPrefetchGroupOffloadingHook is only used with streams, so we know that non_blocking should be True.
+        # We disable non_blocking for the first forward pass, but need to enable it for the subsequent passes to
+        # see the benefits of prefetching.
+        for hook in group_offloading_hooks:
+            hook.group.non_blocking = True
+
+        # Set required attributes for prefetching
         if num_executed > 0:
             base_module_group_offloading_hook = base_module_registry.get_hook(_GROUP_OFFLOADING)
             base_module_group_offloading_hook.next_group = group_offloading_hooks[0].group