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Update example_02_self_reflection.py

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PSBigBig 2025-06-11 21:39:46 +08:00 • committed by GitHub
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examples/example_02_self_reflection.py
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@ -1,5 +1,5 @@
# example_02_self_reflection.py
# Three successive runs on one engine with metrics
# Three successive runs on a single engine, with metrics
import pathlib, sys, numpy as np
sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
@ -18,9 +18,8 @@ for step in range(3):
logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
m = compare_logits(logits_before, logits_after)
print(f"[Round {step}] KL {m['kl_divergence']:.2f} | "
f"var↓ {(1-m['std_ratio'])*100:.0f}% | "
f"top-1 {'✔' if m['top1_shift'] else '✘'}")
print(f"[Round {step}] "
f"variance ratio {m['std_ratio']:.2f} | "
f"KL {m['kl_divergence']:.2f} | "
f"top-1 shift {'✔' if m['top1_shift'] else '✘'}")
print("⚠ Larger LLM → stronger variance drop & higher KL.\n")