[CI] fix ci and format existing code (#71)

Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>

docs/contributing/design_documents/vllm_omni_design.md

@@ -206,7 +206,7 @@ dit_stage_config.executor_class = DiffusersPipelineExecutor
 
 Similar to OmniLLM in offline inference, add some asynchronous processing, referring to AsyncLLM
 ```python
-from vllm.v1.engine.async_llm improt AsyncLLM
+from vllm.v1.engine.async_llm import AsyncLLM
 
 
 class AsyncOmniLLM(AsyncLLM):
@@ -317,13 +317,13 @@ class DiffusersPipelineExecutor(Executor):
 
         # Generate image
         prompt_embeds = self._get_and_process_prompt_embeds(scheduler_output, positive_magic)
-        negtive_prompt_embeds = self.pipe.embed_prompt(" ")
+        negative_prompt_embeds = self.pipe.embed_prompt(" ")
 
         width, height = aspect_ratios["16:9"]
 
         image = pipe(
             prompt_embeds=prompt_embeds,
-            negtive_prompt_embeds=negtive_prompt_embeds,
+            negative_prompt_embeds=negative_prompt_embeds,
             width=width,
             height=height,
             num_inference_steps=50,

docs/mkdocs/hooks/generate_examples.py

@@ -115,9 +115,7 @@ class Example:
             ".cfg",
             ".ini",
         }
-        is_other_file = lambda file: (  # noqa: E731
-            file.is_file() and file != self.main_file and file.suffix in text_extensions
-        )
+        is_other_file = lambda file: (file.is_file() and file != self.main_file and file.suffix in text_extensions)  # noqa: E731
         return [file for file in self.path.rglob("*") if is_other_file(file)]
 
     def determine_title(self) -> str:
@@ -175,11 +173,7 @@ class Example:
         if self.is_code:
             # Use relative path from ROOT_DIR for snippet inclusion
             main_file_rel_path = self.main_file.relative_to(ROOT_DIR)
-            content += (
-                f"{code_fence}{self.main_file.suffix[1:]}\n"
-                f'--8<-- "{main_file_rel_path}"\n'
-                f"{code_fence}\n"
-            )
+            content += f'{code_fence}{self.main_file.suffix[1:]}\n--8<-- "{main_file_rel_path}"\n{code_fence}\n'
         else:
             with open(self.main_file, encoding="utf-8") as f:
                 # Skip the title from md snippets as it's been included above

docs/user_guide/examples/offline_inference/qwen_2_5_omni.md

@@ -52,7 +52,7 @@ uv pip install --no-build-isolation --editable .
 ```
 
 ### Verification for successful installation of vLLM
-Just run the command below. If no error, it demonstrates that the installation is successfull.
+Just run the command below. If no error, it demonstrates that the installation is successful.
 ```bash
 python -c "import vllm._C"
 ```