Create chalkboard_2_embeddings.txt

v41_freckles_256/chalkboard_2_embeddings.txt

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+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 + EMBEDDINGS — CV-Regulated Lookup
+======================================================================
+  Local cache found.
+  Patches: 64x64 = 4096
+  Condense: S(4) → features(15) [zero params]
+  Sphere norm: ONCE at boundary [zero params]
+  Embedding lookup: 64 × 32-dim on unit sphere
+  Grid pool: 64x64 → 8x8
+  Pool dim: 2048 → 256 → 10
+  Params: 529,642
+  CV target: 0.2915, cv_weight: 0.1
+  Batch: 512, lr=0.0003, epochs=30
+======================================================================
+Ep 1/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.73it/s, loss=2.2785 acc=12.0% cv=0.181]
+  ep  1 | loss=2.2986 train=12.0% test=16.7% cv=0.178 | best=frog=83% worst=airplane=0% | 5s
+    Embed sim: avg=-0.000 min=-0.577 max=0.520
+
+    class             acc
+    ----------------------
+    airplane        0.0% 
+    automobile     38.2% ███████
+    bird            0.0% 
+    cat             0.0% 
+    deer            0.0% 
+    dog             0.0% 
+    frog           83.0% ████████████████
+    horse           0.0% 
+    ship           45.4% █████████
+    truck           0.0% 
+
+Ep 2/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.53it/s, loss=2.2417 acc=16.6% cv=0.190]
+  ep  2 | loss=2.2277 train=16.6% test=18.6% cv=0.187 | best=ship=71% worst=automobile=0% | 5s
+Ep 3/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.88it/s, loss=2.1547 acc=20.5% cv=0.194]
+  ep  3 | loss=2.1872 train=20.5% test=24.8% cv=0.192 | best=frog=65% worst=bird=11% | 5s
+Ep 4/30: 100%|████████████████████| 97/97 [00:03<00:00, 26.24it/s, loss=2.1846 acc=22.2% cv=0.198]
+  ep  4 | loss=2.1728 train=22.2% test=20.8% cv=0.196 | best=ship=79% worst=truck=3% | 6s
+Ep 5/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.27it/s, loss=2.1494 acc=25.4% cv=0.204]
+  ep  5 | loss=2.1380 train=25.4% test=26.5% cv=0.201 | best=dog=51% worst=cat=3% | 5s
+    Embed sim: avg=0.026 min=-0.618 max=0.554
+
+    class             acc
+    ----------------------
+    airplane       44.4% ████████
+    automobile     12.8% ██
+    bird           10.9% ██
+    cat             2.6% 
+    deer           40.1% ████████
+    dog            51.5% ██████████
+    frog           28.1% █████
+    horse          23.8% ████
+    ship           27.2% █████
+    truck          23.8% ████
+
+Ep 6/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.52it/s, loss=2.0951 acc=26.7% cv=0.210]
+  ep  6 | loss=2.1036 train=26.7% test=28.9% cv=0.207 | best=truck=39% worst=bird=4% | 5s
+Ep 7/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.60it/s, loss=2.0426 acc=28.3% cv=0.213]
+  ep  7 | loss=2.0756 train=28.3% test=29.5% cv=0.212 | best=ship=50% worst=bird=10% | 5s
+Ep 8/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.18it/s, loss=2.0754 acc=28.8% cv=0.216]
+  ep  8 | loss=2.0695 train=28.8% test=30.1% cv=0.215 | best=frog=61% worst=bird=1% | 5s
+Ep 9/30: 100%|████████████████████| 97/97 [00:03<00:00, 26.45it/s, loss=2.0704 acc=29.6% cv=0.219]
+  ep  9 | loss=2.0498 train=29.6% test=30.9% cv=0.218 | best=frog=56% worst=bird=5% | 5s
+Ep 10/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.19it/s, loss=2.0290 acc=30.4% cv=0.222]
+  ep 10 | loss=2.0393 train=30.4% test=31.3% cv=0.220 | best=ship=47% worst=bird=11% | 5s
+    Embed sim: avg=0.046 min=-0.648 max=0.620
+
+    class             acc
+    ----------------------
+    airplane       31.6% ██████
+    automobile     32.7% ██████
+    bird           10.8% ██
+    cat            15.8% ███
+    deer           34.4% ██████
+    dog            33.3% ██████
+    frog           41.7% ████████
+    horse          36.9% ███████
+    ship           47.0% █████████
+    truck          28.7% █████
+
+Ep 11/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.87it/s, loss=1.9991 acc=31.1% cv=0.223]
+  ep 11 | loss=2.0299 train=31.1% test=32.3% cv=0.223 | best=frog=46% worst=bird=8% | 5s
+Ep 12/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.39it/s, loss=1.9948 acc=31.3% cv=0.225]
+  ep 12 | loss=2.0247 train=31.3% test=32.0% cv=0.224 | best=frog=51% worst=bird=19% | 5s
+Ep 13/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.87it/s, loss=2.0358 acc=31.7% cv=0.228]
+  ep 13 | loss=2.0138 train=31.7% test=32.2% cv=0.227 | best=frog=43% worst=bird=15% | 6s
+Ep 14/30: 100%|████████████████████| 97/97 [00:03<00:00, 26.30it/s, loss=2.0332 acc=32.1% cv=0.230]
+  ep 14 | loss=2.0080 train=32.1% test=33.1% cv=0.229 | best=frog=50% worst=cat=14% | 5s
+Ep 15/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.30it/s, loss=2.0096 acc=32.5% cv=0.232]
+  ep 15 | loss=2.0006 train=32.5% test=33.1% cv=0.231 | best=frog=58% worst=bird=15% | 5s
+    Embed sim: avg=0.058 min=-0.664 max=0.659
+
+    class             acc
+    ----------------------
+    airplane       35.8% ███████
+    automobile     40.5% ████████
+    bird           15.1% ███
+    cat            17.8% ███
+    deer           24.1% ████
+    dog            39.4% ███████
+    frog           58.5% ███████████
+    horse          30.2% ██████
+    ship           41.5% ████████
+    truck          28.3% █████
+
+Ep 16/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.29it/s, loss=2.0175 acc=32.8% cv=0.234]
+  ep 16 | loss=1.9945 train=32.8% test=33.2% cv=0.233 | best=frog=54% worst=bird=7% | 5s
+Ep 17/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.92it/s, loss=1.9686 acc=33.0% cv=0.236]
+  ep 17 | loss=1.9894 train=33.0% test=33.6% cv=0.235 | best=frog=57% worst=cat=15% | 5s
+Ep 18/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.42it/s, loss=1.9896 acc=33.5% cv=0.238]
+  ep 18 | loss=1.9839 train=33.5% test=34.1% cv=0.237 | best=frog=52% worst=cat=17% | 6s
+Ep 19/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.67it/s, loss=1.9370 acc=33.7% cv=0.239]
+  ep 19 | loss=1.9786 train=33.7% test=33.9% cv=0.238 | best=frog=59% worst=bird=15% | 5s
+Ep 20/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.38it/s, loss=1.9985 acc=33.8% cv=0.241]
+  ep 20 | loss=1.9744 train=33.8% test=34.2% cv=0.240 | best=frog=54% worst=cat=17% | 5s
+    Embed sim: avg=0.068 min=-0.671 max=0.679
+
+    class             acc
+    ----------------------
+    airplane       40.7% ████████
+    automobile     41.9% ████████
+    bird           17.7% ███
+    cat            16.7% ███
+    deer           23.5% ████
+    dog            34.7% ██████
+    frog           54.0% ██████████
+    horse          42.4% ████████
+    ship           29.7% █████
+    truck          40.3% ████████
+
+Ep 21/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.32it/s, loss=1.9641 acc=34.1% cv=0.242]
+  ep 21 | loss=1.9700 train=34.1% test=34.3% cv=0.241 | best=frog=53% worst=cat=16% | 5s
+Ep 22/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.55it/s, loss=1.8922 acc=34.2% cv=0.243]
+  ep 22 | loss=1.9681 train=34.2% test=34.8% cv=0.242 | best=frog=56% worst=cat=16% | 5s
+Ep 23/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.33it/s, loss=2.0091 acc=34.2% cv=0.243]
+  ep 23 | loss=1.9641 train=34.2% test=34.3% cv=0.243 | best=frog=58% worst=cat=14% | 5s
+Ep 24/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.27it/s, loss=1.9708 acc=34.4% cv=0.244]
+  ep 24 | loss=1.9628 train=34.4% test=34.5% cv=0.244 | best=frog=54% worst=cat=14% | 5s
+Ep 25/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.74it/s, loss=1.9581 acc=34.4% cv=0.245]
+  ep 25 | loss=1.9616 train=34.4% test=34.9% cv=0.244 | best=frog=52% worst=cat=14% | 5s
+    Embed sim: avg=0.073 min=-0.673 max=0.683
+
+    class             acc
+    ----------------------
+    airplane       40.0% ████████
+    automobile     39.0% ███████
+    bird           19.2% ███
+    cat            14.1% ██
+    deer           27.9% █████
+    dog            34.9% ██████
+    frog           52.3% ██████████
+    horse          36.8% ███████
+    ship           43.5% ████████
+    truck          41.5% ████████
+
+Ep 26/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.75it/s, loss=2.0172 acc=34.4% cv=0.245]
+  ep 26 | loss=1.9606 train=34.4% test=34.8% cv=0.245 | best=frog=53% worst=cat=16% | 6s
+Ep 27/30: 100%|███████████████���████| 97/97 [00:03<00:00, 29.49it/s, loss=1.9517 acc=34.5% cv=0.245]
+  ep 27 | loss=1.9588 train=34.5% test=34.8% cv=0.245 | best=frog=51% worst=cat=15% | 5s
+Ep 28/30: 100%|████████████████████| 97/97 [00:03<00:00, 26.76it/s, loss=1.9661 acc=34.5% cv=0.245]
+  ep 28 | loss=1.9587 train=34.5% test=34.8% cv=0.245 | best=frog=53% worst=cat=15% | 5s
+Ep 29/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.48it/s, loss=1.9780 acc=34.5% cv=0.245]
+  ep 29 | loss=1.9582 train=34.5% test=34.7% cv=0.245 | best=frog=53% worst=cat=15% | 5s
+Ep 30/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.79it/s, loss=1.9844 acc=34.5% cv=0.246]
+  ep 30 | loss=1.9577 train=34.5% test=34.8% cv=0.246 | best=frog=53% worst=cat=15% | 5s
+    Embed sim: avg=0.074 min=-0.673 max=0.684
+
+    class             acc
+    ----------------------
+    airplane       39.2% ███████
+    automobile     39.6% ███████
+    bird           18.7% ███
+    cat            15.3% ███
+    deer           26.2% █████
+    dog            35.1% ███████
+    frog           53.3% ██████████
+    horse          38.3% ███████
+    ship           40.9% ████████
+    truck          41.1% ████████
+
+
+======================================================================
+PATCHWORK + EMBEDDINGS COMPLETE
+  Best: 34.9%
+  Params: 529,642
+  Final CV: 0.2455 (target: 0.2915)
+  Chance: 10.0%
+======================================================================