[Bugfix] Remove mandatory flash-attn dependency and optimzie docs

.gitignore

@@ -162,9 +162,6 @@ docker/
 # scripts
 /scripts/
 
-# tests
-tests/
-
 # PyCharm
 #  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
 #  be added to the global gitignore or merged into this project gitignore.  For a PyCharm

docs/.nav.yml

@@ -1,44 +1,46 @@
 nav:
-  - Home: README.md
-  - User Guide:
-    - Getting Started:
-      - getting_started/quickstart.md
-      - getting_started/installation
-    - Examples:
-      - examples/README.md
-      - Offline Inference:
-        - Qwen2.5-Omni: user_guide/examples/offline_inference/qwen2_5_omni.md
-        - Qwen2.5-Image: user_guide/examples/offline_inference/qwen_image.md
-      - Online Serving:
-        - Qwen2.5-Omni: user_guide/examples/online_serving/qwen2_5_omni.md
-    - General:
-      - usage/*
-    - Configuration:
-      - configuration/README.md
-      - configuration/*
-    - Models:
-      - models/supported_models.md
-  - Developer Guide:
-    - General:
-      - contributing/README.md
-      - glob: contributing/*
-        flatten_single_child_sections: true
-    - Model Implementation:
-      - contributing/model/README.md
-    - CI: contributing/ci
-    - Design Documents:
-      - design/index.md
-      - design/architecture_overview.md
-      - design/vllm_omni_design.md
-      - design/mrs_design.md
-      - design/api_design_doc.md
-    - Docs Guide: contributing/DOCS_GUIDE.md
-  - API Reference:
-    - api/README.md
-    - api/vllm_omni
-  - CLI Reference: cli
-  - Community:
-    - community/*
-    - Slack: https://slack.vllm.ai
-    - Blog: https://blog.vllm.ai
-    - Forum: https://discuss.vllm.ai
+- Home: README.md
+- User Guide:
+  - Getting Started:
+    - getting_started/quickstart.md
+    - getting_started/installation
+  - Examples:
+    - examples/README.md
+    - Offline Inference:
+      - Offline Example of vLLM-Omni for Qwen2.5-omni: user_guide/examples/offline_inference/qwen2_5_omni.md
+      - Offline Example of vLLM-Omni for Qwen3-omni: user_guide/examples/offline_inference/qwen3_omni.md
+      - Qwen-Image Offline Inference: user_guide/examples/offline_inference/qwen_image.md
+    - Online Serving:
+      - Online serving Example of vLLM-Omni for Qwen2.5-omni: user_guide/examples/online_serving/qwen2_5_omni.md
+      - Online serving Example of vLLM-Omni for Qwen3-omni: user_guide/examples/online_serving/qwen3_omni.md
+  - General:
+    - usage/*
+  - Configuration:
+    - configuration/README.md
+    - configuration/*
+  - Models:
+    - models/supported_models.md
+- Developer Guide:
+  - General:
+    - contributing/README.md
+    - glob: contributing/*
+      flatten_single_child_sections: true
+  - Model Implementation:
+    - contributing/model/README.md
+  - CI: contributing/ci
+  - Design Documents:
+    - design/index.md
+    - design/architecture_overview.md
+    - design/vllm_omni_design.md
+    - design/mrs_design.md
+    - design/api_design_doc.md
+  - Docs Guide: contributing/DOCS_GUIDE.md
+- API Reference:
+  - api/README.md
+  - api/vllm_omni
+- CLI Reference: cli
+- Community:
+  - community/*
+  - Slack: https://slack.vllm.ai
+  - Blog: https://blog.vllm.ai
+  - Forum: https://discuss.vllm.ai

docs/api/README.md

@@ -34,6 +34,8 @@ Engine classes for offline and online inference.
 - [vllm_omni.diffusion.diffusion_engine.DiffusionEngine][]
 - [vllm_omni.engine.AdditionalInformationEntry][]
 - [vllm_omni.engine.AdditionalInformationPayload][]
+- [vllm_omni.engine.OmniEngineCoreOutput][]
+- [vllm_omni.engine.OmniEngineCoreOutputs][]
 - [vllm_omni.engine.OmniEngineCoreRequest][]
 - [vllm_omni.engine.PromptEmbedsPayload][]
 - [vllm_omni.engine.arg_utils.AsyncOmniEngineArgs][]
@@ -48,14 +50,15 @@ Core scheduling and caching components.
 
 - [vllm_omni.core.dit_cache_manager.DiTCacheManager][]
 - [vllm_omni.core.sched.diffusion_scheduler.DiffusionScheduler][]
+- [vllm_omni.core.sched.generation_scheduler.GenerationScheduler][]
 - [vllm_omni.core.sched.output.OmniNewRequestData][]
 - [vllm_omni.core.sched.scheduler.OmniScheduler][]
 
 ## Model Executor
 
 Model execution components.
 
-- [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_5_omni.OmniOutput][]
+- [vllm_omni.model_executor.models.output_templates.OmniOutput][]
 - [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_5_omni.Qwen2_5OmniForConditionalGeneration][]
 - [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_5_omni_talker.Qwen2_5OmniTalkerForConditionalGeneration][]
 - [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_5_omni_thinker.Qwen2_5OmniAudioFeatureInputs][]
@@ -72,6 +75,22 @@ Model execution components.
 - [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_old.Qwen2EmbeddingModel][]
 - [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_old.Qwen2ForCausalLM][]
 - [vllm_omni.model_executor.models.qwen2_5_omni.qwen2_old.Qwen2Model][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_moe.Qwen3MoeForCausalLM][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni.Qwen3OmniMoeForConditionalGeneration][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_code2wav.Qwen3OmniMoeCode2Wav][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_code_predictor_mtp.Qwen3OmniCodePredictorBaseModel][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_code_predictor_mtp.Qwen3OmniMoeTalkerCodePredictor][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_talker.Qwen3OmniMoeModel][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_talker.Qwen3OmniMoeTalkerForConditionalGeneration][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3MoeLLMForCausalLM][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3MoeLLMModel][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3OmniMoeConditionalGenerationMixin][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3OmniMoeThinkerForConditionalGeneration][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3OmniMoeThinkerMultiModalProcessor][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3OmniMoeThinkerProcessingInfo][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3Omni_VisionTransformer][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3_VisionPatchEmbed][]
+- [vllm_omni.model_executor.models.qwen3_omni.qwen3_omni_moe_thinker.Qwen3_VisionPatchMerger][]
 
 ## Configuration
 
@@ -89,4 +108,6 @@ Worker classes and model runners for distributed inference.
 - [vllm_omni.worker.gpu_ar_worker.GPUARWorker][]
 - [vllm_omni.worker.gpu_diffusion_model_runner.GPUDiffusionModelRunner][]
 - [vllm_omni.worker.gpu_diffusion_worker.GPUDiffusionWorker][]
+- [vllm_omni.worker.gpu_generation_model_runner.GPUGenerationModelRunner][]
+- [vllm_omni.worker.gpu_generation_worker.GPUGenerationWorker][]
 - [vllm_omni.worker.gpu_model_runner.OmniGPUModelRunner][]