GLM-4 Update (#39393)

* one commit with full

* Create glm4_moe.md

* Update check_config_docstrings.py

* Update __init__.py

* update

* argue

* argue: router problem

* 1

* Update test_modeling_glm4_moe.py

* Update test_modeling_glm4_moe.py

* Update test_modeling_glm4_moe.py

* Update modular_glm4_moe.py

* update

* use dsv3 pretrainmodel in modular

* update for test

* upodate new modular

* use LlamaAttention and avoid use  CohereAttention cause repeat norm

* update the modular

* update attn modular

* update

* Update modular_glm4_moe.py

* MTP layer is need to ignore

* fix gradient error using with dots_1 method

* Update test_modeling_glm4_moe.py

* Update test_modeling_glm4_moe.py

* Update test_modeling_glm4_moe.py

---------

Co-authored-by: Cyril Vallez <cyril.vallez@huggingface.co>

docs/source/en/_toctree.yml

@@ -475,6 +475,8 @@
         title: GLM
       - local: model_doc/glm4
         title: glm4
+      - local: model_doc/glm4_moe
+        title: glm4_moe
       - local: model_doc/openai-gpt
         title: GPT
       - local: model_doc/gpt_neo

docs/source/en/model_doc/glm4_moe.md

@@ -0,0 +1,35 @@
+<!--Copyright 2025 The ZhipuAI Inc. and The HuggingFace Inc. team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
+the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
+an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
+specific language governing permissions and limitations under the License.
+
+⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
+rendered properly in your Markdown viewer.
+
+-->
+
+# Glm4Moe
+
+## Overview
+
+This will update After model release.
+
+## Glm4MoeConfig
+
+[[autodoc]] Glm4MoeConfig
+
+## Glm4MoeModel
+
+[[autodoc]] Glm4MoeModel
+    - forward
+
+## Glm4MoeForCausalLM
+
+[[autodoc]] Glm4MoeForCausalLM
+    - forward