[Doc] Standardize serving names and identifiers (#5081)

Signed-off-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com>
Co-authored-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com>

docs/user_guide/examples/offline_inference/bagel.md

@@ -257,7 +257,7 @@ python end2end.py --model ByteDance-Seed/BAGEL-7B-MoT \
 | :------- | :--- | :------ | :---------- |
 | `--deploy-config` | string | `None` | Path to deploy YAML (auto-detected if omitted) |
 | `--stage-configs-path` | string | `None` | [Deprecated] Legacy path to `stage_args` YAML; prefer `--deploy-config` |
-| `--worker-backend` | choice | `process` | `process` or `ray` |
+| `--worker-backend` | choice | `multi_process` | `multi_process` or `ray` |
 | `--ray-address` | string | `None` | Ray cluster address |
 | `--quantization` | string | `None` | Quantization method (e.g. `fp8`) |
 | `--log-stats` | flag | `False` | Enable statistics logging |

docs/user_guide/examples/offline_inference/glm_image.md

@@ -26,18 +26,22 @@ Stage 0 (AR Model)                Stage 1 (Diffusion)
 
 ```python
 from vllm_omni.entrypoints.omni import Omni
+from vllm_omni.inputs.data import OmniDiffusionSamplingParams
 
 if __name__ == "__main__":
     omni = Omni(model="zai-org/GLM-Image")
     outputs = omni.generate(
         "A photorealistic mountain landscape at sunset",
-        sampling_params={
-            "height": 1024,
-            "width": 1024,
-            "num_inference_steps": 50,
-            "guidance_scale": 1.5,
-            "seed": 42,
-        },
+        sampling_params_list=[
+            omni.default_sampling_params_list[0],
+            OmniDiffusionSamplingParams(
+                height=1024,
+                width=1024,
+                num_inference_steps=50,
+                guidance_scale=1.5,
+                seed=42,
+            ),
+        ],
     )
     outputs[0].request_output.images[0].save("output.png")
 ```
@@ -46,6 +50,7 @@ if __name__ == "__main__":
 
 ```python
 from vllm_omni.entrypoints.omni import Omni
+from vllm_omni.inputs.data import OmniDiffusionSamplingParams
 
 if __name__ == "__main__":
     omni = Omni(model="zai-org/GLM-Image")
@@ -56,13 +61,16 @@ if __name__ == "__main__":
                 "image": "input.png",
             },
         },
-        sampling_params={
-            "height": 1024,
-            "width": 1024,
-            "num_inference_steps": 50,
-            "guidance_scale": 1.5,
-            "seed": 42,
-        },
+        sampling_params_list=[
+            omni.default_sampling_params_list[0],
+            OmniDiffusionSamplingParams(
+                height=1024,
+                width=1024,
+                num_inference_steps=50,
+                guidance_scale=1.5,
+                seed=42,
+            ),
+        ],
     )
     outputs[0].request_output.images[0].save("output.png")
 ```

docs/user_guide/examples/offline_inference/mimo_audio.md

@@ -1,4 +1,4 @@
-# MiMo-Audio Offline Inference
+# MiMo-Audio: Offline inference
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/offline_inference/mimo_audio>.
 

docs/user_guide/examples/offline_inference/qwen2_5_omni.md

@@ -1,4 +1,4 @@
-# Qwen2.5-Omni
+# Qwen2.5-Omni: Offline inference
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/offline_inference/qwen2_5_omni>.
 

docs/user_guide/examples/offline_inference/qwen3_omni.md

@@ -1,4 +1,4 @@
-# Qwen3-Omni
+# Qwen3-Omni: Offline inference
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/offline_inference/qwen3_omni>.
 

docs/user_guide/examples/online_serving/aura_omni.md

@@ -1,4 +1,4 @@
-# AURA Omni Pipeline
+# AURA Omni: Online serving
 
 `aura_omni` wires ASR, AURA, and Qwen3-TTS into one vLLM-Omni pipeline:
 

docs/user_guide/examples/online_serving/mimo_audio.md

@@ -1,4 +1,4 @@
-# Online serving Example of vLLM-Omni for MiMo-Audio
+# MiMo-Audio: Online serving
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/online_serving/mimo_audio>.
 

docs/user_guide/examples/online_serving/qwen2_5_omni.md

@@ -1,4 +1,4 @@
-# Qwen2.5-Omni
+# Qwen2.5-Omni: Online serving
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/online_serving/qwen2_5_omni>.
 

docs/user_guide/examples/online_serving/qwen3_omni.md

@@ -1,4 +1,4 @@
-# Qwen3-Omni
+# Qwen3-Omni: Online serving
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/online_serving/qwen3_omni>.