SeedOmni Skill

Use this file as a routing entrypoint and load the references matching the task from the routing table below.

First Checks

1. Confirm the task touches SeedOmni:
   • Source code under veomni/models/seed_omni/.
   • Configs under configs/seed_omni/.
   • SeedOmni data collation or conversation_list preprocessing.
   • SeedOmni checkpoint splitting or module registration.
2. Treat current code as the source of truth (graph/module source and live configs).
3. Choose the smallest applicable reference set from the routing table below.
4. Use live fake_model, Janus, and Qwen modules as implementation maps.

Routing

Current Baseline

• Entry-time samples use {"conversation_list": [...]}. seedomni_transform runs ordered module CPU preprocessors (OmniProcessor) per sample in the Dataset stage, and SeedOmniCollator groups preprocessed samples into a micro-batch before GPU forward.
• ModulePreprocessorBase is a core data-flow contract, shared by training and inference. Training runs it inside data_transform (seedomni_transform); inference runs it once before the FSM.
• Modules communicate by mutating and returning the shared conversation_list carrier.
• Training graphs are flat edge lists over module[.method] endpoints. to: end is the virtual sink. Execution order is derived by topo sort.
• Generation graphs are FSMs. Each state body is an ordered inline edge list. done is framework-injected; use module_signal and default transitions.
• Store tokenizers, processors, and other assets in the owning module's subfolder.

Templates

Templates under templates/ are skeletons, not authoritative examples. Use them to start a new config file, then compare against the live configs listed in references/module-contract.md.

Sibling Skills

• Use veomni-new-model first when adding a new HuggingFace model family under veomni/models/transformers/.
• Use this skill after that model exists, when wrapping it as SeedOmni modules or wiring it into Omni graphs.
• Use veomni-develop for unrelated framework work outside SeedOmni.