[Hardware] [HPU]add `mark_step` for hpu (#10239)

Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>

vllm/worker/hpu_model_runner.py

@@ -272,6 +272,19 @@ def precompute_indices_and_offsets(block_size, slot_mapping, is_prompt):
     return indices, offsets
 
 
+def modify_decoder_layer(module: torch.nn.Module, suffix="DecoderLayer"):
+    if module.__class__.__name__.endswith(suffix):
+
+        def forward_hook(module, args, output):
+            htorch.core.mark_step()
+            return output
+
+        module.register_forward_hook(forward_hook)
+
+    for child_name, child_module in module.named_children():
+        modify_decoder_layer(child_module)
+
+
 class HpuModelAdapter:
 
     def __init__(self, model, block_size, dtype, enforce_eager):
@@ -636,6 +649,7 @@ class HPUModelRunnerBase(ModelRunnerBase[TModelInputForHPU]):
             else:
                 self.model = self.model.to("hpu")
                 htcore.mark_step()
+            modify_decoder_layer(self.model)
             torch.hpu.synchronize()
 
             with HabanaMemoryProfiler() as m_wrap: