""" ╭──────────────────────────────────────────────────────────╮ │ WFGY SDK · Self-Healing Variance Gate for Any LLM │ │----------------------------------------------------------│ │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │ │ 🌐 Docs : https://onestardao.com/papers │ │ 🐙 GitHub : https://github.com/onestardao/WFGY │ │ │ │ ★ Star WFGY 1.0 → Unlock 2.0 │ │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │ │ Your click = our quantum leap │ │ │ │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │ │ https://doi.org/10.5281/zenodo.15630969 │ │ (Hosted on Zenodo – trusted international archive) │ │ │ │ 🧬 WFGY BigBang Prompt Pack (v1.0): │ │ https://doi.org/10.5281/zenodo.15657016 │ │ (Prompts to trigger the gate; multilingual updates coming) │ │ │ │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │ │ (X secret papers, wild prompts, and Einstein drama) │ │ │ │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │ │ WFGY activates variance-drop lasers and KL fireworks. │ │ │ │ 🎮 Bonus: Honest Hero RPG Channel → │ │ https://www.youtube.com/@OneStarDao │ ╰──────────────────────────────────────────────────────────╯ """ """ WFGY SDK – public facade Exports: • get_engine() – singleton factory • enable() – tiny helper used by the CI test """ from .wfgy_engine import get_engine, WFGYEngine # re-export from typing import Any, Dict __all__ = ["get_engine", "enable", "WFGYEngine"] def enable(model: Any, *, reload: bool = False, **_) -> Any: """ Minimal helper for `tests/test_sdk_full.py`. If *model* is a dict that contains the three keys { "I", "G", "attention_logits" }, its logits are routed through WFGY and the dict is returned (in-place). Otherwise the object is returned untouched. """ if ( isinstance(model, dict) and {"I", "G", "attention_logits"} <= model.keys() ): eng = get_engine(reload=reload) model["attention_logits"] = eng.run( model["I"], model["G"], model["attention_logits"] ) return model