diff --git "a/docs/source/Instruction/\346\224\257\346\214\201\347\232\204\346\250\241\345\236\213\345\222\214\346\225\260\346\215\256\351\233\206.md" "b/docs/source/Instruction/\346\224\257\346\214\201\347\232\204\346\250\241\345\236\213\345\222\214\346\225\260\346\215\256\351\233\206.md"
index 69df4b8f1..07acd9b82 100644
--- "a/docs/source/Instruction/\346\224\257\346\214\201\347\232\204\346\250\241\345\236\213\345\222\214\346\225\260\346\215\256\351\233\206.md"
+++ "b/docs/source/Instruction/\346\224\257\346\214\201\347\232\204\346\250\241\345\236\213\345\222\214\346\225\260\346\215\256\351\233\206.md"
@@ -480,6 +480,8 @@
 |[damo/nlp_polylm_13b_text_generation](https://modelscope.cn/models/damo/nlp_polylm_13b_text_generation)|polylm|default|-|-|[DAMO-NLP-MT/polylm-13b](https://huggingface.co/DAMO-NLP-MT/polylm-13b)|
 |[AI-ModelScope/aya-expanse-8b](https://modelscope.cn/models/AI-ModelScope/aya-expanse-8b)|aya|aya|transformers>=4.44.0|-|[CohereForAI/aya-expanse-8b](https://huggingface.co/CohereForAI/aya-expanse-8b)|
 |[AI-ModelScope/aya-expanse-32b](https://modelscope.cn/models/AI-ModelScope/aya-expanse-32b)|aya|aya|transformers>=4.44.0|-|[CohereForAI/aya-expanse-32b](https://huggingface.co/CohereForAI/aya-expanse-32b)|
+|[moonshotai/Moonlight-16B-A3B](https://modelscope.cn/models/moonshotai/Moonlight-16B-A3B)|moonlight|moonlight|transformers<4.49|-|[moonshotai/Moonlight-16B-A3B](https://huggingface.co/moonshotai/Moonlight-16B-A3B)|
+|[moonshotai/Moonlight-16B-A3B-Instruct](https://modelscope.cn/models/moonshotai/Moonlight-16B-A3B-Instruct)|moonlight|moonlight|transformers<4.49|-|[moonshotai/Moonlight-16B-A3B-Instruct](https://huggingface.co/moonshotai/Moonlight-16B-A3B-Instruct)|
 |[answerdotai/ModernBERT-base](https://modelscope.cn/models/answerdotai/ModernBERT-base)|modern_bert|dummy|transformers>=4.48|bert|[answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base)|
 |[answerdotai/ModernBERT-large](https://modelscope.cn/models/answerdotai/ModernBERT-large)|modern_bert|dummy|transformers>=4.48|bert|[answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large)|
 |[iic/gte-modernbert-base](https://modelscope.cn/models/iic/gte-modernbert-base)|modern_bert_gte|dummy|transformers>=4.48|bert, embedding|[Alibaba-NLP/gte-modernbert-base](https://huggingface.co/Alibaba-NLP/gte-modernbert-base)|
diff --git a/docs/source_en/Instruction/Supported-models-and-datasets.md b/docs/source_en/Instruction/Supported-models-and-datasets.md
index b86d9eea0..a7ea4828c 100644
--- a/docs/source_en/Instruction/Supported-models-and-datasets.md
+++ b/docs/source_en/Instruction/Supported-models-and-datasets.md
@@ -480,6 +480,8 @@ The table below introduces the models integrated with ms-swift:
 |[damo/nlp_polylm_13b_text_generation](https://modelscope.cn/models/damo/nlp_polylm_13b_text_generation)|polylm|default|-|-|[DAMO-NLP-MT/polylm-13b](https://huggingface.co/DAMO-NLP-MT/polylm-13b)|
 |[AI-ModelScope/aya-expanse-8b](https://modelscope.cn/models/AI-ModelScope/aya-expanse-8b)|aya|aya|transformers>=4.44.0|-|[CohereForAI/aya-expanse-8b](https://huggingface.co/CohereForAI/aya-expanse-8b)|
 |[AI-ModelScope/aya-expanse-32b](https://modelscope.cn/models/AI-ModelScope/aya-expanse-32b)|aya|aya|transformers>=4.44.0|-|[CohereForAI/aya-expanse-32b](https://huggingface.co/CohereForAI/aya-expanse-32b)|
+|[moonshotai/Moonlight-16B-A3B](https://modelscope.cn/models/moonshotai/Moonlight-16B-A3B)|moonlight|moonlight|transformers<4.49|-|[moonshotai/Moonlight-16B-A3B](https://huggingface.co/moonshotai/Moonlight-16B-A3B)|
+|[moonshotai/Moonlight-16B-A3B-Instruct](https://modelscope.cn/models/moonshotai/Moonlight-16B-A3B-Instruct)|moonlight|moonlight|transformers<4.49|-|[moonshotai/Moonlight-16B-A3B-Instruct](https://huggingface.co/moonshotai/Moonlight-16B-A3B-Instruct)|
 |[answerdotai/ModernBERT-base](https://modelscope.cn/models/answerdotai/ModernBERT-base)|modern_bert|dummy|transformers>=4.48|bert|[answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base)|
 |[answerdotai/ModernBERT-large](https://modelscope.cn/models/answerdotai/ModernBERT-large)|modern_bert|dummy|transformers>=4.48|bert|[answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large)|
 |[iic/gte-modernbert-base](https://modelscope.cn/models/iic/gte-modernbert-base)|modern_bert_gte|dummy|transformers>=4.48|bert, embedding|[Alibaba-NLP/gte-modernbert-base](https://huggingface.co/Alibaba-NLP/gte-modernbert-base)|
diff --git a/swift/llm/model/constant.py b/swift/llm/model/constant.py
index c2d8d80b4..db8be8390 100644
--- a/swift/llm/model/constant.py
+++ b/swift/llm/model/constant.py
@@ -103,6 +103,7 @@ class LLMModelType:
     mamba = 'mamba'
     polylm = 'polylm'
     aya = 'aya'
+    moonlight = 'moonlight'
 
 
 class BertModelType:
diff --git a/swift/llm/model/model/deepseek.py b/swift/llm/model/model/deepseek.py
index d6e142347..024f1f4bb 100644
--- a/swift/llm/model/model/deepseek.py
+++ b/swift/llm/model/model/deepseek.py
@@ -280,3 +280,19 @@ def get_model_tokenizer_deepseek_vl2(model_dir: str, *args, **kwargs):
         architectures=['Qwen2ForCausalLM', 'LlamaForCausalLM'],
         model_arch=ModelArch.llama,
     ))
+
+register_model(
+    ModelMeta(
+        LLMModelType.moonlight,
+        [
+            ModelGroup([
+                Model('moonshotai/Moonlight-16B-A3B', 'moonshotai/Moonlight-16B-A3B'),
+                Model('moonshotai/Moonlight-16B-A3B-Instruct', 'moonshotai/Moonlight-16B-A3B-Instruct'),
+            ]),
+        ],
+        TemplateType.moonlight,
+        get_model_tokenizer_with_flash_attn,
+        architectures=['DeepseekV3ForCausalLM'],
+        model_arch=ModelArch.deepseek_v2,
+        requires=['transformers<4.49'],
+    ))
diff --git a/swift/llm/template/constant.py b/swift/llm/template/constant.py
index 07186c180..d0b1b316e 100644
--- a/swift/llm/template/constant.py
+++ b/swift/llm/template/constant.py
@@ -72,6 +72,7 @@ class LLMTemplateType:
     xverse = 'xverse'
     bluelm = 'bluelm'
     orion = 'orion'
+    moonlight = 'moonlight'
 
     aya = 'aya'
     c4ai = 'c4ai'
diff --git a/swift/llm/template/template/llm.py b/swift/llm/template/template/llm.py
index 42c97f486..db6f5b877 100644
--- a/swift/llm/template/template/llm.py
+++ b/swift/llm/template/template/llm.py
@@ -245,3 +245,14 @@ class TeleChatTemplateMeta(TemplateMeta):
         suffix=['<|END_OF_TURN_TOKEN|>'],
         default_system=AYA_SYSTEM,
         system_prefix=['<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>{{SYSTEM}}<|END_OF_TURN_TOKEN|']))
+
+register_template(
+    TemplateMeta(
+        LLMTemplateType.moonlight,
+        prefix=[],
+        system_prefix=['<|im_system|>system<|im_middle|>{{SYSTEM}}<|im_end|>'],
+        prompt=['<|im_user|>user<|im_middle|>{{QUERY}}<|im_end|><|im_assistant|>assistant<|im_middle|>'],
+        chat_sep=['<|im_end|>'],
+        suffix=['<|im_end|>'],
+        default_system='You are a helpful assistant',
+    ))
diff --git a/tests/test_align/test_template/test_llm.py b/tests/test_align/test_template/test_llm.py
index 3e451101b..c6e30bdb6 100644
--- a/tests/test_align/test_template/test_llm.py
+++ b/tests/test_align/test_template/test_llm.py
@@ -322,6 +322,14 @@ def test_mistral_small():
     assert response == response2
 
 
+def test_moonlight():
+    pt_engine = PtEngine('moonshotai/Moonlight-16B-A3B-Instruct')
+    res = _infer_model(pt_engine)
+    pt_engine.default_template.template_backend = 'jinja'
+    res2 = _infer_model(pt_engine)
+    assert res == res2, f'res: {res}, res2: {res2}'
+
+
 if __name__ == '__main__':
     from swift.llm import PtEngine, RequestConfig, get_template, get_model_tokenizer
     from swift.utils import get_logger, seed_everything
@@ -351,4 +359,5 @@ def test_mistral_small():
     # test_internlm3()
     # test_deepseek_r1_distill()
     # test_qwen2_5_prm()
-    test_mistral_small()
+    # test_mistral_small()
+    test_moonlight()