Ascend · bachelor-dou · Feb 27, 2026 · Feb 28, 2026 · Feb 28, 2026 · Mar 4, 2026
diff --git a/index.rst b/index.rst
diff --git a/sources/Diffusers/index.rst b/sources/Diffusers/index.rst
@@ -1,4 +1,4 @@
-Diffusers
+diffusers
 ===========
 
 .. toctree::

diff --git a/sources/accelerate/index.rst b/sources/accelerate/index.rst
@@ -1,4 +1,4 @@
-Accelerate
+accelerate
 ==============
 
 .. toctree::

diff --git a/sources/llama_cpp/index.rst b/sources/llama_cpp/index.rst
@@ -1,4 +1,4 @@
-Llama.cpp
+llama.cpp
 ===========
 
 .. toctree::

diff --git a/sources/lm_deploy/index.rst b/sources/lm_deploy/index.rst
@@ -1,4 +1,4 @@
-LMDeploy
+lmdeploy
 ===========
 
 .. toctree::

diff --git a/sources/lm_evaluation/index.rst b/sources/lm_evaluation/index.rst
@@ -1,4 +1,4 @@
-LM-Evalution-Harness
+lm-evaluation-harness
 ===============================
 
 .. toctree::

diff --git a/sources/onnxruntime/index.rst b/sources/onnxruntime/index.rst
@@ -1,4 +1,4 @@
-ONNX Runtime
+onnxruntime
 ============
 
 .. toctree::

diff --git a/sources/opencompass/index.rst b/sources/opencompass/index.rst
@@ -1,4 +1,4 @@
-OpenCompass
+opencompass
 ============
 
 .. toctree::

diff --git a/sources/opencv/index.rst b/sources/opencv/index.rst
@@ -1,4 +1,4 @@
-OpenCV
+opencv
 ===========
 
 .. toctree::

diff --git a/sources/pytorch/index.rst b/sources/pytorch/index.rst
@@ -1,4 +1,4 @@
-PyTorch
+pytorch
 ===========
 
 .. toctree::

diff --git a/sources/pytorch/quick_start.rst b/sources/pytorch/quick_start.rst
@@ -213,7 +213,7 @@
 
 2. 使用DeepSpeed多卡并行训练
 -------------------------------
-以下代码使用了cifar10数据集，使用DeepSpeed训练模型在多张NPU卡上进行模型训练（来自 `DeepSpeed Examples <https://github.com/microsoft/DeepSpeedExamples/blob/master/training/cifar/cifar10_deepspeed.py>`_），使用最新 Release 的 DeepSpeed 则代码无需修改，即可自动检测NPU并进行。
+以下代码使用了cifar10数据集，使用DeepSpeed训练模型在多张NPU卡上进行模型训练（来自 `DeepSpeed Examples <https://github.com/microsoft/DeepSpeedExamples/blob/master/training/cifar/cifar10_deepspeed.py>`_），使用最新 Release 的 DeepSpeed 则代码无需修改，即可自动检测NPU并进行训练。
 
 .. rli:: https://raw.githubusercontent.com/microsoft/DeepSpeedExamples/master/training/cifar/cifar10_deepspeed.py
     :language: python
@@ -222,7 +222,7 @@
 
 3. 使用Transformers进行模型微调
 ---------------------------------
-以下代码使用了Transformers对LLM进行微调（来自 `transformers examples <https://github.com/huggingface/transformers/blob/main/examples/pytorch/language-modeling/run_clm.py>`_），使用最新 Release 的 Transformers 和 Accelerator 则代码无需修改，即可自动检测NPU并进行。
+以下代码使用了Transformers对LLM进行微调（来自 `transformers examples <https://github.com/huggingface/transformers/blob/main/examples/pytorch/language-modeling/run_clm.py>`_），使用最新 Release 的 Transformers 和 Accelerator 则代码无需修改，即可自动检测NPU并进行微调。
 
 .. rli:: https://raw.githubusercontent.com/huggingface/transformers/main/examples/pytorch/language-modeling/run_clm.py
     :language: python
@@ -244,7 +244,7 @@
 
 4. 使用Diffusers进行模型微调
 ---------------------------------
-以下代码使用了Diffusers对文生图模型进行微调（来自 `diffusers examples <https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image.py>`_），使用最新 Release 的 Diffusers 则代码无需修改，即可自动检测NPU并进行。
+以下代码使用了Diffusers对文生图模型进行微调（来自 `diffusers examples <https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image.py>`_），使用最新 Release 的 Diffusers 则代码无需修改，即可自动检测NPU并进行微调。
 
 
 .. rli:: https://raw.githubusercontent.com/huggingface/diffusers/main/examples/text_to_image/train_text_to_image.py

diff --git a/sources/sd_webui/index.rst b/sources/sd_webui/index.rst
@@ -1,4 +1,4 @@
-Stable-Diffusion-WebUI
+stable-diffusion-webui
 ============================
 
 .. toctree::

diff --git a/sources/sd_webui/install.rst b/sources/sd_webui/install.rst
@@ -38,7 +38,8 @@
 .. code-block:: shell
     :linenos:
 
-    git clone --branch dev https://github.com/AUTOMATIC1111/stable-diffusion-webui.gitcd stable-diffusion-webui
+    git clone --branch dev https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
+    cd stable-diffusion-webui
 
     #此命令将在首次安装时自动在 Ascend 设备上安装 torch 和 torch_npu。
     ./webui.sh --listen --skip-torch-cuda-test --no-half
@@ -59,7 +60,7 @@
     pip install https://github.com/openai/CLIP/archive/d50d76daa670286dd6cacf3bcd80b5e4823fc8e1.zip --prefer-binary
     pip install https://github.com/mlfoundations/open_clip/archive/bb6e834e9c70d9c27d0dc3ecedeebeaeb1ffad6b.zip 
     pip install -U -I --no-deps xformers==0.0.23.post1 
-    pip install install ngrok
+    pip install ngrok
     mkdir repositories 
     git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets.git stable-diffusion-webui-assets
     git -C stable-diffusion-webui-assets checkout 6f7db241d2f8ba7457bac5ca9753331f0c266917 

diff --git a/sources/sentence_transformers/index.rst b/sources/sentence_transformers/index.rst
@@ -1,4 +1,4 @@
-Sentence Transformers
+sentence-transformers
 =============================
 
 .. toctree::

diff --git a/sources/sglang/index.rst b/sources/sglang/index.rst
@@ -1,4 +1,4 @@
-SGLang
+sglang
 ============
 
 .. toctree::

diff --git a/sources/timm/index.rst b/sources/timm/index.rst
@@ -1,4 +1,4 @@
-timm
+pytorch-image-models
 ===========
 
 .. toctree::

diff --git a/sources/torchchat/index.rst b/sources/torchchat/index.rst
@@ -1,4 +1,4 @@
-Torchchat
+torchchat
 ===========
 
 .. toctree::

diff --git a/sources/torchtitan/index.rst b/sources/torchtitan/index.rst
@@ -1,4 +1,4 @@
-TorchTitan
+torchtitan
 ============
 
 .. toctree::

diff --git a/sources/transformers/index.rst b/sources/transformers/index.rst
@@ -1,4 +1,4 @@
-Transformers
+transformers
 ==================
 
 .. toctree::

diff --git a/sources/transformers/install.rst b/sources/transformers/install.rst
@@ -1,7 +1,7 @@
 安装指南
 ===========
 
-本文将介绍如何在昇腾环境下使用transfomers，帮助开发者完成transformers的安装。
+本文将介绍如何在昇腾环境下使用 transformers，帮助开发者完成 transformers 的安装。
 
 .. note:: 
 

diff --git a/sources/trl/index.rst b/sources/trl/index.rst
@@ -1,4 +1,4 @@
-Transformer Reinforcement Learning
+trl
 ===================================================
 
 .. toctree::

diff --git a/sources/wenet/index.rst b/sources/wenet/index.rst
@@ -1,4 +1,4 @@
-WeNet
+wenet
 ===========
 
 .. toctree::

diff --git a/sources/whisper_cpp/index.rst b/sources/whisper_cpp/index.rst
@@ -1,4 +1,4 @@
-Whisper.cpp
+whisper.cpp
 ===========
 
 .. toctree::