mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 03:29:51 +00:00
28 lines
936 B
Python
28 lines
936 B
Python
# example_05_universe_test.py
|
|
# Universe test with remote toggle
|
|
|
|
import pathlib, sys, numpy as np
|
|
sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
|
|
|
|
import wfgy_sdk as w
|
|
from wfgy_sdk.evaluator import compare_logits, pretty_print
|
|
|
|
use_remote = False
|
|
MODEL_ID = "gpt2"
|
|
prompt = "If semantic energy is real, what force counterbalances it?"
|
|
|
|
logits_before = (
|
|
w.call_remote_model(prompt, model_id=MODEL_ID)
|
|
if use_remote else np.random.randn(32000)
|
|
)
|
|
|
|
G = np.random.randn(256); G /= np.linalg.norm(G)
|
|
I = G + np.random.normal(scale=0.05, size=256)
|
|
|
|
eng = w.get_engine(reload=True)
|
|
logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
|
|
|
|
print("\n=== Example 05 · Universe test ===")
|
|
pretty_print(compare_logits(logits_before, logits_after))
|
|
print("Even with a random remote logit, WFGY introduces measurable structure.")
|
|
print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
|