Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured. WARNING:huggingface_hub._login:Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured. ====================================================================== OMEGA PATCHWORK — Calibrated Embeddings ====================================================================== Local cache found. Verifying calibration against actual data... feat calib_μ actual_μ calib_σ actual_σ match r01 +1.1523 +1.1130 0.0205 0.0101 ✓ r12 +1.3688 +1.3982 0.0384 0.0418 ✓ r23 +1.5318 +1.4840 0.0687 0.0412 ✓ e0 +0.4295 +0.4150 0.0077 0.0057 ✓ e1 +0.3236 +0.3351 0.0077 0.0077 ✓ e2 +0.1730 +0.1716 0.0072 0.0066 ✓ e3 +0.0740 +0.0782 0.0053 0.0063 ✓ c0 +1.0465 +1.0028 0.0288 0.0159 ✓ c1 +0.5359 +0.6043 0.0381 0.0283 ✓ c2 -0.3667 -0.3938 0.0487 0.0259 ✓ c3 -1.2156 -1.2133 0.0286 0.0124 ✓ d0 +0.6553 +0.6442 0.0059 0.0045 ✓ d1 +0.5688 +0.5788 0.0068 0.0067 ✓ d2 +0.4158 +0.4142 0.0086 0.0079 ✓ d3 +0.2718 +0.2794 0.0098 0.0112 ✓ Max drift: 1.92σ Patches: 64x64 = 4096 Condense: S(4) → calibrated(15) → sphere norm All 15 features have EQUAL variance before sphere norm Embeddings: 48 × 4 on unit sphere Pool: 1024 → 48 → 10 Params: 49,942 CV target: 0.2915, weight: 0.1 Batch: 512, lr=0.0001 ====================================================================== Ep 1/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.06it/s, loss=2.2162 acc=17.4% cv=0.499] ep 1 | loss=2.2648 train=17.4% test=23.2% cv=0.499 | best=horse=41% worst=cat=7% | 5s Embed sim: avg=-0.007 min=-0.994 max=0.998 class acc ---------------------- airplane 13.2% ██ automobile 25.2% █████ bird 17.3% ███ cat 7.4% █ deer 25.7% █████ dog 22.0% ████ frog 26.3% █████ horse 40.8% ████████ ship 26.6% █████ truck 28.0% █████ Ep 2/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.22it/s, loss=2.1013 acc=25.4% cv=0.499] ep 2 | loss=2.1443 train=25.4% test=28.0% cv=0.499 | best=frog=38% worst=cat=15% | 6s Ep 3/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.97it/s, loss=2.0527 acc=28.6% cv=0.499] ep 3 | loss=2.0770 train=28.6% test=30.5% cv=0.499 | best=frog=47% worst=bird=15% | 6s Ep 4/30: 100%|████████████████████| 97/97 [00:02<00:00, 34.48it/s, loss=2.0598 acc=30.5% cv=0.499] ep 4 | loss=2.0404 train=30.5% test=31.6% cv=0.499 | best=frog=41% worst=bird=17% | 5s Ep 5/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.00it/s, loss=1.9803 acc=31.9% cv=0.499] ep 5 | loss=2.0148 train=31.9% test=33.0% cv=0.499 | best=frog=50% worst=cat=18% | 5s Embed sim: avg=-0.006 min=-0.997 max=0.998 class acc ---------------------- airplane 31.1% ██████ automobile 38.7% ███████ bird 21.1% ████ cat 17.8% ███ deer 26.1% █████ dog 32.9% ██████ frog 49.9% █████████ horse 40.8% ████████ ship 33.7% ██████ truck 38.3% ███████ Ep 6/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.76it/s, loss=2.0467 acc=33.2% cv=0.499] ep 6 | loss=1.9954 train=33.2% test=34.2% cv=0.499 | best=frog=49% worst=cat=19% | 6s Ep 7/30: 100%|████████████████████| 97/97 [00:02<00:00, 34.29it/s, loss=1.9725 acc=34.0% cv=0.498] ep 7 | loss=1.9785 train=34.0% test=34.8% cv=0.498 | best=frog=49% worst=cat=19% | 5s Ep 8/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.35it/s, loss=1.9565 acc=34.8% cv=0.498] ep 8 | loss=1.9639 train=34.8% test=35.2% cv=0.498 | best=frog=53% worst=cat=17% | 5s Ep 9/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.52it/s, loss=1.9658 acc=35.3% cv=0.498] ep 9 | loss=1.9517 train=35.3% test=35.8% cv=0.498 | best=frog=50% worst=cat=18% | 5s Ep 10/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.19it/s, loss=1.9074 acc=35.7% cv=0.498] ep 10 | loss=1.9408 train=35.7% test=36.3% cv=0.498 | best=frog=51% worst=cat=19% | 5s Embed sim: avg=-0.004 min=-0.992 max=0.998 class acc ---------------------- airplane 36.0% ███████ automobile 43.4% ████████ bird 22.0% ████ cat 19.3% ███ deer 30.5% ██████ dog 36.4% ███████ frog 51.2% ██████████ horse 42.0% ████████ ship 42.7% ████████ truck 39.7% ███████ Ep 11/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.82it/s, loss=1.9488 acc=36.2% cv=0.498] ep 11 | loss=1.9311 train=36.2% test=36.6% cv=0.498 | best=frog=51% worst=cat=19% | 5s Ep 12/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.54it/s, loss=1.9359 acc=36.5% cv=0.498] ep 12 | loss=1.9222 train=36.5% test=37.0% cv=0.498 | best=frog=51% worst=cat=18% | 5s Ep 13/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.34it/s, loss=1.8731 acc=36.9% cv=0.498] ep 13 | loss=1.9146 train=36.9% test=37.0% cv=0.498 | best=frog=51% worst=cat=19% | 5s Ep 14/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.03it/s, loss=1.9018 acc=37.0% cv=0.498] ep 14 | loss=1.9080 train=37.0% test=37.0% cv=0.498 | best=frog=52% worst=cat=19% | 5s Ep 15/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.72it/s, loss=1.8882 acc=37.3% cv=0.498] ep 15 | loss=1.9017 train=37.3% test=37.2% cv=0.498 | best=frog=52% worst=cat=20% | 6s Embed sim: avg=-0.003 min=-0.996 max=0.998 class acc ---------------------- airplane 41.1% ████████ automobile 43.1% ████████ bird 22.1% ████ cat 19.6% ███ deer 30.1% ██████ dog 36.3% ███████ frog 52.3% ██████████ horse 43.1% ████████ ship 42.3% ████████ truck 41.9% ████████ Ep 16/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.59it/s, loss=1.8969 acc=37.5% cv=0.497] ep 16 | loss=1.8965 train=37.5% test=37.5% cv=0.498 | best=frog=52% worst=cat=20% | 6s Ep 17/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.03it/s, loss=1.8773 acc=37.7% cv=0.497] ep 17 | loss=1.8923 train=37.7% test=37.6% cv=0.497 | best=frog=50% worst=cat=20% | 5s Ep 18/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.93it/s, loss=1.8899 acc=37.7% cv=0.497] ep 18 | loss=1.8884 train=37.7% test=37.8% cv=0.497 | best=frog=51% worst=cat=20% | 5s Ep 19/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.31it/s, loss=1.8671 acc=37.8% cv=0.497] ep 19 | loss=1.8852 train=37.8% test=38.0% cv=0.497 | best=frog=53% worst=cat=19% | 5s Ep 20/30: 100%|████████████████████| 97/97 [00:02<00:00, 34.28it/s, loss=1.9020 acc=38.0% cv=0.497] ep 20 | loss=1.8823 train=38.0% test=38.0% cv=0.497 | best=frog=52% worst=cat=19% | 5s Embed sim: avg=-0.003 min=-0.997 max=0.997 class acc ---------------------- airplane 40.8% ████████ automobile 44.7% ████████ bird 25.6% █████ cat 19.5% ███ deer 30.1% ██████ dog 35.3% ███████ frog 51.7% ██████████ horse 45.4% █████████ ship 44.0% ████████ truck 43.0% ████████ Ep 21/30: 100%|████████████████████| 97/97 [00:02<00:00, 35.24it/s, loss=1.8656 acc=38.1% cv=0.497] ep 21 | loss=1.8793 train=38.1% test=38.1% cv=0.497 | best=frog=52% worst=cat=19% | 5s Ep 22/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.29it/s, loss=1.8963 acc=38.2% cv=0.497] ep 22 | loss=1.8783 train=38.2% test=38.0% cv=0.497 | best=frog=52% worst=cat=19% | 5s Ep 23/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.28it/s, loss=1.9037 acc=38.2% cv=0.497] ep 23 | loss=1.8764 train=38.2% test=38.0% cv=0.497 | best=frog=52% worst=cat=19% | 6s Ep 24/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.80it/s, loss=1.8947 acc=38.4% cv=0.497] ep 24 | loss=1.8756 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s Ep 25/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.83it/s, loss=1.9127 acc=38.3% cv=0.497] ep 25 | loss=1.8748 train=38.3% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s Embed sim: avg=-0.003 min=-0.997 max=0.997 class acc ---------------------- airplane 40.4% ████████ automobile 46.0% █████████ bird 25.0% █████ cat 19.7% ███ deer 29.7% █████ dog 36.6% ███████ frog 52.1% ██████████ horse 44.8% ████████ ship 44.7% ████████ truck 43.0% ████████ Ep 26/30: 100%|████████████████████| 97/97 [00:02<00:00, 35.99it/s, loss=1.8831 acc=38.3% cv=0.497] ep 26 | loss=1.8746 train=38.3% test=38.1% cv=0.497 | best=frog=52% worst=cat=20% | 5s Ep 27/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.42it/s, loss=1.8241 acc=38.4% cv=0.497] ep 27 | loss=1.8730 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s Ep 28/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.96it/s, loss=1.8874 acc=38.5% cv=0.497] ep 28 | loss=1.8723 train=38.5% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s Ep 29/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.63it/s, loss=1.8615 acc=38.4% cv=0.497] ep 29 | loss=1.8729 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s Ep 30/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.10it/s, loss=1.8547 acc=38.4% cv=0.497] ep 30 | loss=1.8725 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s Embed sim: avg=-0.003 min=-0.997 max=0.997 class acc ---------------------- airplane 40.6% ████████ automobile 45.7% █████████ bird 24.7% ████ cat 19.7% ███ deer 30.1% ██████ dog 36.2% ███████ frog 52.1% ██████████ horse 44.9% ████████ ship 44.9% ████████ truck 42.9% ████████ ====================================================================== CALIBRATED PATCHWORK COMPLETE Best: 38.2% Params: 49,942 Final CV: 0.4970 Chance: 10.0% ======================================================================