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