[Iiluvatar] fix ci error and update readme (#7453)

fastdeploy/model_executor/layers/backends/iluvatar/moe/fuse_moe_cutlass_iluvatar_backend.py

@@ -124,12 +124,18 @@ class IluvatarCutlassMoEMethod(UnquantizedFusedMoEMethod):
         x: paddle.Tensor,
         gate: nn.Layer,
         topk_ids_hookfunc: Callable = None,
+        fc1_latent_proj: nn.Layer = None,
+        fc2_latent_proj: nn.Layer = None,
     ) -> paddle.Tensor:
         """
         Paddle Cutlass compute Fused MoE.
         """
         gate_out = gate(x)
         gate_out = gate_out.cast("float32")
+
+        if fc1_latent_proj is not None:
+            x = fc1_latent_proj(x)
+
         if layer.topk_method == "noaux_tc":
             gate_out, topk_weights, topk_idx = get_moe_scores(
                 gate_out,
@@ -206,6 +212,9 @@ class IluvatarCutlassMoEMethod(UnquantizedFusedMoEMethod):
             routed_scaling_factor=1.0,
         )
 
+        if fc2_latent_proj is not None:
+            fused_moe_out = fc2_latent_proj(fused_moe_out)
+
         return fused_moe_out