diff --git a/vllm_ascend/spec_decode/mtp_proposer.py b/vllm_ascend/spec_decode/mtp_proposer.py
index 17274a51fb1..207deef160e 100644
--- a/vllm_ascend/spec_decode/mtp_proposer.py
+++ b/vllm_ascend/spec_decode/mtp_proposer.py
@@ -12,6 +12,7 @@
 from vllm.model_executor.model_loader.utils import \
     process_weights_after_loading
 from vllm.model_executor.models.deepseek_mtp import DeepSeekMTP
+from vllm.model_executor.models.deepseek_v2 import DeepseekV32IndexerCache
 from vllm.model_executor.models.llama_eagle3 import Eagle3LlamaForCausalLM
 from vllm.v1.attention.backends.utils import (AttentionMetadataBuilder,
                                               CommonAttentionMetadata)
@@ -129,6 +130,9 @@ def load_model(self, model) -> None:
         target_attn_layer_names = set(
             get_layers_from_vllm_config(self.vllm_config,
                                         AttentionLayerBase).keys())
+        target_indexer_layer_names = set(
+            get_layers_from_vllm_config(self.vllm_config,
+                                        DeepseekV32IndexerCache).keys())
         draft_model_config = \
             self.vllm_config.speculative_config.draft_model_config
         target_device = self.vllm_config.device_config.device
@@ -142,6 +146,13 @@ def load_model(self, model) -> None:
         draft_attn_layer_names = (get_layers_from_vllm_config(
             self.vllm_config, AttentionLayerBase).keys() -
                                   target_attn_layer_names)
+        indexer_layers = get_layers_from_vllm_config(self.vllm_config,
+                                                     DeepseekV32IndexerCache)
+        draft_indexer_layer_names = indexer_layers.keys(
+        ) - target_indexer_layer_names
+        # NOTE: Currently we don't have specific attention backend and attention metadata
+        # for deepseek v3.2 indexer, so we just exclude the indexer layers here.
+        draft_attn_layer_names = draft_attn_layer_names - draft_indexer_layer_names
 
         assert len(draft_attn_layer_names) == 1
         self.attn_layer_name = list(draft_attn_layer_names)