File size: 4,544 Bytes
f3a826e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 | Loaded Freckles: 2,557,539 params
Config: V=48, D=4, ps=4
======================================================================
FRECKLES STRESS TEST — Extreme Resolution & OOD Noise
======================================================================
======================================================================
TEST 1: Extreme Resolution Scaling
======================================================================
36×36 81 patches | MSE= 0.000036 | 0.27s | 20MB
52×52 169 patches | MSE= 0.000037 | 0.01s | 21MB
64×64 256 patches | MSE= 0.000037 | 0.02s | 22MB
76×76 361 patches | MSE= 0.000037 | 0.01s | 24MB
100×100 625 patches | MSE= 0.000037 | 0.01s | 29MB
128×128 1024 patches | MSE= 0.000036 | 0.06s | 42MB
140×140 1225 patches | MSE= 0.000036 | 0.01s | 51MB
172×172 1849 patches | MSE= 0.000037 | 0.01s | 83MB
204×204 2601 patches | MSE= 0.000036 | 0.01s | 142MB
256×256 4096 patches | MSE= 0.000036 | 0.01s | 308MB
300×300 5625 patches | MSE= tile-only | 0.01s | 556MB
444×444 12321 patches | MSE= tile-only | 0.04s | 2503MB
512×512 16384 patches | MSE= tile-only | 0.41s | 31MB
600×600 22500 patches | MSE= tile-only | 0.05s | 8210MB
1024×1024 65536 patches | MSE= tile-only | 1.63s | 31MB
2048×2048 262144 patches | MSE= tile-only | 6.56s | 31MB
4096×4096 1048576 patches | MSE= tile-only | 26.41s | 31MB
======================================================================
TEST 2: Out-of-Distribution Noise Types
======================================================================
Known noise avg MSE: 0.000042
log_normal MSE=0.000029 er=3.82 ratio=0.7x ✓ handles
beta MSE=0.000048 er=3.83 ratio=1.2x ✓ handles
weibull MSE=0.000026 er=3.81 ratio=0.6x ✓ handles
gumbel MSE=0.000026 er=3.81 ratio=0.6x ✓ handles
rayleigh MSE=0.000026 er=3.81 ratio=0.6x ✓ handles
perlin_approx MSE=0.000093 er=3.82 ratio=2.2x ✓ handles
wavelet_noise MSE=0.000036 er=3.82 ratio=0.9x ✓ handles
fractal_fbm MSE=0.000040 er=3.82 ratio=1.0x ✓ handles
gabor MSE=0.000016 er=3.81 ratio=0.4x ✓ handles
sine_composite MSE=0.000037 er=3.82 ratio=0.9x ✓ handles
voronoi_approx MSE=0.000029 er=3.83 ratio=0.7x ✓ handles
shot_noise MSE=0.000037 er=3.82 ratio=0.9x ✓ handles
quantize_noise MSE=0.000037 er=3.82 ratio=0.9x ✓ handles
jpeg_artifact MSE=0.000016 er=3.80 ratio=0.4x ✓ handles
ring_noise MSE=0.000030 er=3.81 ratio=0.7x ✓ handles
spiral_noise MSE=0.000027 er=3.81 ratio=0.6x ✓ handles
======================================================================
TEST 3: Noise Triangulation (zero-shot spatial classification)
======================================================================
Reference fingerprints computed for 16 types
4zones_128px acc=13.8% ± 5.7% (32×32 grid, 4 zones)
4zones_256px acc=21.8% ± 11.6% (64×64 grid, 4 zones)
4zones_512px acc=13.2% ± 6.8% (128×128 grid, 4 zones)
9zones_128px acc=20.2% ± 6.1% (32×32 grid, 9 zones)
9zones_256px acc=20.4% ± 4.8% (64×64 grid, 9 zones)
16zones_256px acc=19.8% ± 3.4% (64×64 grid, 16 zones)
16zones_512px acc=8.6% ± 1.2% (128×128 grid, 16 zones)
======================================================================
TEST 4: Multi-Noise Composites
======================================================================
gauss+pink MSE=0.000032 (2 layers)
gauss+salt MSE=0.000035 (2 layers)
pink+brown MSE=0.000024 (2 layers)
cauchy+laplace MSE=0.000039 (2 layers)
checker+gradient MSE=0.000025 (2 layers)
3-way: gauss+pink+block MSE=0.000027 (3 layers)
4-way: gauss+unif+pink+expo MSE=0.000021 (4 layers)
heavy: cauchy+salt+sparse MSE=0.000035 (3 layers)
gentle: pink+brown+gradient MSE=0.000053 (3 layers)
all_16_equal MSE=0.000018 (16 layers)
======================================================================
STRESS TEST COMPLETE — 216.3s
======================================================================
Results saved: freckles_stress_test.json |