# example_01_basic_run.py # Basic WFGY smoke test (local, deterministic) # Run: python examples/example_01_basic_run.py import numpy as np import wfgy_sdk as w prompt = "Why don't AIs like to take showers?" # Mock semantic vectors (demo purpose only) I = np.random.randn(64) G = np.random.randn(64) logits = np.random.randn(32000) engine = w.get_engine(reload=True) # singleton; debug ON by default state = engine.run( input_vec=I, ground_vec=G, logits=logits, return_all=True ) print("\n=== Prompt ===") print(prompt) print("=== Modulated logits (slice) ===") print(state["logits_mod"][:10]) print(f"=== Residue ‖B‖ = {state['B_norm']:.4f} | f_S = {state['f_S']:.4f} | collapse = {state['_collapse']}")