[NPU][HunyuanImage3] Adapt diffusion FusedMoE for vLLM >= 0.24.0 (#5167)

Signed-off-by: betta18 <jiangmengyu1@huawei.com>
Signed-off-by: jiangmengyu18 <56633611+jiangmengyu18@users.noreply.github.com>
Co-authored-by: betta18 <jiangmengyu1@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>

vllm_omni/diffusion/worker/diffusion_model_runner.py

@@ -205,6 +205,12 @@ class DiffusionModelRunner(OmniConnectorModelRunnerMixin):
         if load_format == "dummy":
             return
 
+        current_omni_platform.init_diffusion_model_runner_runtime(
+            vllm_config=self.vllm_config,
+            od_config=self.od_config,
+            device=self.device,
+        )
+
         load_device = (
             "cpu" if self.od_config.enable_cpu_offload or self.od_config.enable_layerwise_offload else str(self.device)
         )