| ================================================================================ |
| UNIVERSAL SVAE DIAGNOSTIC BATTERY |
| ================================================================================ |
| Loading: /root/.cache/huggingface/hub/models--AbstractPhil--geolip-SVAE/snapshots/6288b7c09958f9bf9ad193c65301e55ecd6c8836/v13_imagenet256/checkpoints/best.pt |
| Epoch: 18, MSE: 0.000063 |
| Config: {'V': 256, 'D': 16, 'patch_size': 16, 'hidden': 768, 'depth': 4, 'n_cross_layers': 2, 'target_cv': 0.2915, 'cv_weight': 0.3, 'boost': 0.5, 'sigma': 0.15, 'dataset': 'imagenet_256', 'lr': 0.0001} |
| Params: 16,942,419 |
| Inferred img_size=256 from dataset='imagenet_256' |
| Resolution: 256Γ256, samples_per_test: 16 |
|
|
| ================================================================================ |
| IMAGE DATASET BATTERY (256Γ256, n=16) |
| ================================================================================ |
| dataset MSE std min max | S0 SD ratio erank |
| ---------------------------------------------------------------------------------------------------- |
| CIFAR-10β256 0.000006 0.000001 0.000004 0.000008 | 5.044 3.212 1.57 15.85 |
| MNISTβ256 0.000034 0.000055 0.000001 0.000207 | 5.040 3.214 1.57 15.85 |
| TinyImageNetβ256 0.000007 0.000002 0.000003 0.000013 | 5.050 3.206 1.58 15.85 |
| ImageNet-128β256 0.000007 0.000002 0.000003 0.000010 | 5.044 3.225 1.56 15.85 |
| Resolvingβdataβfiles:β100% |
| β40/40β[00:00<00:00,β13618.98it/s] |
| Resolvingβdataβfiles:β100% |
| β40/40β[00:00<00:00,β15192.63it/s] |
| ImageNet-256β256 0.000038 0.000039 0.000007 0.000167 | 5.047 3.226 1.56 15.85 |
|
|
| ================================================================================ |
| NOISE TYPE BATTERY (256Γ256, n=16) |
| ================================================================================ |
| type MSE std | S0 SD ratio erank | byte_acc Β±1_acc |
| ---------------------------------------------------------------------------------------------------- |
| gaussian 0.576848 0.017680 | 5.109 3.314 1.54 15.88 | 1.74% 5.21% |
| uniform 0.137512 0.004244 | 5.084 3.259 1.56 15.87 | 3.37% 10.06% |
| uniform_scaled 0.941287 0.031382 | 5.118 3.322 1.54 15.88 | 1.38% 4.13% |
| poisson 0.108758 0.170382 | 5.067 3.254 1.56 15.86 | 5.91% 17.51% |
| pink 0.000003 0.000002 | 5.052 3.219 1.57 15.85 | 96.09% 100.00% |
| brown 0.075172 0.300667 | 5.060 3.223 1.57 15.85 | 89.53% 93.78% |
| salt_pepper 4.969349 0.094197 | 5.115 3.238 1.58 15.86 | 0.51% 1.52% |
| sparse 0.300673 0.011496 | 5.103 3.290 1.55 15.87 | 2.84% 8.46% |
| block 0.030697 0.017401 | 5.082 3.267 1.56 15.86 | 12.18% 33.63% |
| gradient 0.097683 0.000679 | 5.075 3.213 1.58 15.86 | 4.04% 12.11% |
| checkerboard 0.034273 0.000904 | 5.065 3.260 1.55 15.86 | 6.84% 20.32% |
| mixed 0.160843 0.072098 | 5.088 3.264 1.56 15.87 | 3.35% 10.03% |
| structural 0.848700 1.072937 | 5.104 3.290 1.55 15.87 | 5.16% 9.11% |
| cauchy 3.540637 0.068339 | 5.116 3.262 1.57 15.87 | 0.70% 2.10% |
| exponential 0.526940 0.027094 | 5.113 3.313 1.54 15.88 | 1.91% 5.69% |
| laplace 1.627721 0.049655 | 5.120 3.311 1.55 15.88 | 1.17% 3.40% |
|
|
| ================================================================================ |
| TEXT BYTE RECONSTRUCTION (256Γ256) |
| ================================================================================ |
|
|
| In: 'Hello, world! This is a test of the geometric encoder.' |
| Out: 'K`hi_41fkmiY)(N`gg4^`4P.gdnh3^\(nf[/^bkkemqdZ1]fbjdcb1' |
| MSE: 0.000006 Byte: 3.7% |
|
|
| In: 'The quick brown fox jumps over the lazy dog. 0123456789' |
| Out: 'TcY/ing_]3\inof)ajg3dnmic4eoge1gb]2`cuh4]g[4"*-/134465.' |
| MSE: 0.000006 Byte: 3.6% |
|
|
| In: 'import torch; model = PatchSVAE(); output = model(x)' |
| Out: 'gjlmlh7fjmc]<.ahbc_+6'M]lbcSRAA((4.crsnnd/3*aicab6b,' |
| MSE: 0.000004 Byte: 7.7% |
|
|
| In: 'E = mcΒ² β Albert Einstein, theoretical physicist, 1905' |
| Out: '>(5*]kοΏ½οΏ½PοΏ½οΏ½οΏ½5@b_cod-F`komeh`3+gdbkmdpfa\\3dfsoh`fof3&,5.*' |
| MSE: 0.000008 Byte: 1.8% |
|
|
| In: 'To be, or not to be, that is the question. β Shakespeare' |
| Out: 'U`3VX4.^_4egc6hf&[V1/cd]`6^d5dec'ejhkpii_8?οΏ½οΏ½οΏ½-Oc`ffnldakW' |
| MSE: 0.000009 Byte: 3.4% |
|
|
| In: 'β«β^β e^(-xΒ²) dx = βΟ/2 β Gaussian integral' |
| Out: 'ΠοΏ½Μ{rοΏ½οΏ½οΏ½7XT41jοΏ½οΏ½7,Zh,=BοΏ½οΏ½οΏ½οΏ½}7-6οΏ½οΏ½οΏ½2D]ompe`Z4`hneela[' |
| MSE: 0.000012 Byte: 5.6% |
|
|
| In: '01101000 01100101 01101100 01101100 01101111 β binary hello' |
| Out: '/00//..-#,/////.-"-0///0/-#,00./-/+&,00,00,2@οΏ½οΏ½οΏ½([ehdlh6^aih' |
| MSE: 0.000005 Byte: 0.0% |
|
|
| In: 'SELECT * FROM models WHERE cv BETWEEN 0.20 AND 0.23;' |
| Out: 'OFICDI%)%?OLF/biachf0KEFJB.Wb2;AQRFDC'--0-'<H@%,-122' |
| MSE: 0.000003 Byte: 0.0% |
|
|
| ================================================================================ |
| PIECEMEAL 1024β256 TILED RECONSTRUCTION |
| ================================================================================ |
| gaussian : 16 tiles, MSE=0.569875 |
| uniform : 16 tiles, MSE=0.136389 |
| pink : 16 tiles, MSE=0.000006 |
| salt_pepper : 16 tiles, MSE=4.967982 |
| cauchy : 16 tiles, MSE=3.490826 |
|
|
| ================================================================================ |
| SIGNAL ENERGY SURVIVAL |
| ================================================================================ |
| source survival SNR_dB orig_E recon_E |
| ---------------------------------------------------------------------- |
| CIFAR-10β256 100.0% 51.6dB 0.9119 0.9118 |
| MNISTβ256 99.9% 43.7dB 0.7910 0.7905 |
| TinyImageNetβ256 100.0% 51.1dB 0.8605 0.8606 |
| ImageNet-128β256 100.0% 51.7dB 1.0926 1.0924 |
| Resolvingβdataβfiles:β100% |
| β40/40β[00:00<00:00,β12296.41it/s] |
| Resolvingβdataβfiles:β100% |
| β40/40β[00:00<00:00,β13358.72it/s] |
| ImageNet-256β256 100.0% 44.9dB 1.1830 1.1828 |
| noise/gaussian 83.7% 2.4dB 0.9989 0.8358 |
| noise/pink 95.3% 25.7dB 2.0899 1.9916 |
| noise/salt_pepper 71.9% -0.9dB 4.0104 2.8823 |
| noise/cauchy 86.1% -0.8dB 2.9567 2.5454 |
|
|
| ================================================================================ |
| ALPHA PROFILE |
| ================================================================================ |
|
|
| Layer 0: mean=0.02945 max=0.03004 min=0.02855 std=0.000477 |
| Ξ±[ 0]: 0.02855 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 1]: 0.02976 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 2]: 0.02955 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 3]: 0.02956 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 4]: 0.02927 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 5]: 0.03004 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 6]: 0.02859 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 7]: 0.02868 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 8]: 0.02932 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 9]: 0.03001 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[10]: 0.03003 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[11]: 0.02966 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[12]: 0.02968 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[13]: 0.02954 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[14]: 0.02940 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[15]: 0.02950 βββββββββββββββββββββββββββββββββββββββββββββββββ |
|
|
| Layer 1: mean=0.02962 max=0.03055 min=0.02902 std=0.000476 |
| Ξ±[ 0]: 0.03055 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 1]: 0.02933 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 2]: 0.02952 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 3]: 0.02950 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 4]: 0.02980 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 5]: 0.02902 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 6]: 0.03044 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 7]: 0.03034 βββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 8]: 0.02972 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[ 9]: 0.02903 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[10]: 0.02902 βββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[11]: 0.02939 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[12]: 0.02939 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[13]: 0.02952 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[14]: 0.02967 ββββββββββββββββββββββββββββββββββββββββββββββββ |
| Ξ±[15]: 0.02961 ββββββββββββββββββββββββββββββββββββββββββββββββ |
|
|
| ================================================================================ |
| COMPRESSION METRICS |
| ================================================================================ |
| Input: 256Γ256Γ3 = 196,608 values |
| Latent: 16Γ256 = 4,096 omega tokens |
| Ratio: 48.0:1 |
| 8-bit: input=192.0KB latent=4.0KB ratio=48.0:1 |
| 16-bit: input=384.0KB latent=8.0KB ratio=48.0:1 |
| 32-bit: input=768.0KB latent=16.0KB ratio=48.0:1 |
|
|
| ================================================================================ |
| RECONSTRUCTION GRID |
| ================================================================================ |
| Resolvingβdataβfiles:β100% |
| β40/40β[00:00<00:00,β13764.23it/s] |
| Resolvingβdataβfiles:β100% |
| β40/40β[00:00<00:00,β15695.78it/s] |
| Saved: universal_diagnostic_grid.png |
|
|
| Results: diagnostic_v13_imagenet256.json |
|
|
| ================================================================================ |
| DIAGNOSTIC COMPLETE |
| ================================================================================ |
