Datasets:
Download source/research/core/controls.py from PureOne/Iyeumaring-AION-LATCH-VI: direct link, hf CLI and curl.
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https://huggingface.co/datasets/PureOne/Iyeumaring-AION-LATCH-VI/resolve/main/source/research/core/controls.py
- Command line
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hf download hf://datasets/PureOne/Iyeumaring-AION-LATCH-VI/source/research/core/controls.py
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curl -L -o controls.py https://huggingface.co/datasets/PureOne/Iyeumaring-AION-LATCH-VI/resolve/main/source/research/core/controls.py
2.28 kB
| """Information and certificate controls; no mechanism fitted to test outcomes.""" | |
| import json | |
| from pathlib import Path | |
| import numpy as np | |
| from certified_folding import data,candidates,fold,explicit,loss,lower_bound | |
| def main(): | |
| rows=[]; phase_maxerr=0. | |
| for seed in range(20): | |
| splits=data(seed,'linear');(X,y),_,(Xa,ya),_=splits | |
| H0=X.T@X/len(y);b=X.T@y/len(y) | |
| parent=fold(H0+.001*np.eye(len(b)),b,.8/np.max(np.sum(np.abs(H0+.001*np.eye(len(b))),axis=1)),512) | |
| threshold=loss(Xa,ya,parent)+.025 | |
| rng=np.random.default_rng(900000+seed);shuffled=rng.permutation(ya) | |
| for H,lam,eta in candidates(seed,40,H0): | |
| end=fold(H,b,eta,512);p=explicit(H,b,eta,16);prev=explicit(H,b,eta,15) | |
| r=np.max(abs(1-eta*np.linalg.eigvalsh(H))) | |
| good=loss(Xa,ya,end)<=threshold+1e-12 | |
| naive=loss(Xa,ya,p)>threshold+1e-12 | |
| certified=lower_bound(Xa,ya,p,p-prev,r,496,np.linalg.norm(Xa,2))>threshold+1e-12 | |
| wrong_anchor=loss(Xa,shuffled,end)>loss(Xa,shuffled,parent)+.025 | |
| residual=Xa@end-ya | |
| phase=rng.uniform(-np.pi,np.pi,len(residual)) | |
| coded=np.exp(1j*phase)*np.fft.fft(residual,norm='ortho') | |
| err=abs(np.linalg.norm(coded)**2/len(ya)-loss(Xa,ya,end));phase_maxerr=max(phase_maxerr,err) | |
| rows.append((good,naive,certified,wrong_anchor)) | |
| a=np.array(rows,bool) | |
| out=dict(n=len(a),semantically_acceptable=int(a[:,0].sum()),naive_prefix_false_rejections=int((a[:,0]&a[:,1]).sum()),certified_prefix_false_rejections=int((a[:,0]&a[:,2]).sum()),shuffled_anchor_rejects_semantically_acceptable=int((a[:,0]&a[:,3]).sum()),shuffled_anchor_accepts_semantically_unacceptable=int((~a[:,0]&~a[:,3]).sum()),phase_norm_max_abs_error=float(phase_maxerr),interpretation='Random unit-modulus phase codes applied to a unitary Fourier transform preserve squared residual norm; therefore they add no information to this digital gate. Shuffling target labels changes the capability contract, not just the code. Naive prefix loss can reject slow starters; a valid tail certificate is essential.') | |
| Path(__file__).with_name('controls.json').write_text(json.dumps(out,indent=2));print(json.dumps(out,indent=2)) | |
| if __name__=='__main__':main() | |