| Example Run Module for Comparison: | |
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| Lag[9]_step ↓ | |
| LagSteps=5 | Mix=0.502492 | PixelH=0.3977 | SpatialH=0.4039 | BandConsistent=False | |
| LagSteps=6 | Mix=0.460818 | PixelH=0.3963 | SpatialH=0.4053 | BandConsistent=False | |
| LagSteps=7 | Mix=0.433287 | PixelH=0.4010 | SpatialH=0.4053 | BandConsistent=False | |
| LagSteps=8 | Mix=0.414113 | PixelH=0.3945 | SpatialH=0.4042 | BandConsistent=False | |
| LagSteps=9 | Mix=0.403109 | PixelH=0.3963 | SpatialH=0.4038 | BandConsistent=True | |
| LagSteps=10 | Mix=0.384424 | PixelH=0.4002 | SpatialH=0.4045 | BandConsistent=False | |
| LagSteps=11 | Mix=0.373944 | PixelH=0.3989 | SpatialH=0.4055 | BandConsistent=False | |
| LagSteps=12 | Mix=0.368139 | PixelH=0.4011 | SpatialH=0.4057 | BandConsistent=False | |
| LagSteps=13 | Mix=0.360205 | PixelH=0.3960 | SpatialH=0.4033 | BandConsistent=False | |
| LagSteps=14 | Mix=0.351808 | PixelH=0.3976 | SpatialH=0.4056 | BandConsistent=False | |
| LagSteps=15 | Mix=0.346421 | PixelH=0.3990 | SpatialH=0.4049 | BandConsistent=False | |
| Hybrid Thermodynamic RBM Final Results | |
| Seed: 2 | GPU: 0 | |
| Final Temperature : 0.923450 | |
| Weight Norm : 68.431061 | |
| Spectral Gain : 74.103666 | |
| Train Log-Likelihood : -399.222626 | |
| Test Log-Likelihood : -398.560791 | |
| Train Pseudo-Likelihood : -0.689058 | |
| Test Pseudo-Likelihood : -0.689025 | |
| Reconstruction MSE : 0.015970 | |
| Reconstruction Accuracy : 0.979110 | |
| Mean Data Energy : -657.395325 | |
| Mean Model Energy : -632.946289 | |
| Energy Gap : 24.449036 | |
| GPU Energy Used : 39042.34 J | |
| Log Partition (AIS) : 1056.617920 | |
| AIS ESS : 3032.31 | |
| AIS Log-Weight Variance : 1.082392 | |
| MCMC tau_int : 3.29 | |
| MCMC tau_std : 0.16 | |
| MCMC tau_max : 4.36 | |
| MCMC tau_min : 2.96 | |
| MCMC tau_rms : 3.30 | |
| MCMC tau_geo : 3.29 | |
| MCMC tau_harm : 3.29 | |
| MCMC ESS : 60857476.00 | |
| MCMC ESS / chain : 30428.74 | |
| MCMC R-hat : 1.0019 | |
| MCMC ACF Length : 9 | |
| MCMC Mix Index : 0.393369 | |
| Note: Entropy bounds reordered—metric definitions are well-formed. | |
| Entropy Band : Closed interval [0.397645, 0.406021] | |
| Choice(Mix | Band) : C(0.393369 | [0.397645, 0.406021]) = 0.393369 | |
| Band Consistency : False | |
| >>> SEED EXPERIMENT: FAILED | Band=False | Lag[9]=True | TrueCount=1 | TrueLags=[9] | |
| Hamming : 0.182057 | |
| Effective Rank : 118.423225 | |
| Mean Distribution L2 : 0.120789 | |
| Professional Samples File: samples_prof_gpu0_seed2.png | |
| Generated Samples File : samples_gpu0_seed2.png | |
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