Create revamped_chalkboard_baseline_output.txt

v41_freckles_256/revamped_chalkboard_baseline_output.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 v2 — Minimal Linear Readout
+======================================================================
+  Local cache found.
+  Patches: 64x64 = 4096
+  Condense: S(4) -> features(15) [zero params]
+  Sphere norm: ONCE at boundary [zero params]
+  Grid pool: 64x64 -> 8x8 regions [zero params]
+  Pool dim: 960 -> 256 -> 10
+  Params: 248,586
+  Batch: 512, lr=0.0003, epochs=30
+======================================================================
+Ep 1/30: 100%|████████████████████| 97/97 [00:02<00:00, 44.63it/s, loss=2.3040 acc=10.3%] 
+  ep  1 | loss=2.3040 train=10.3% test=10.0% | best=frog=100% worst=airplane=0% | 4s
+
+    class             acc
+    ----------------------
+    airplane        0.0% 
+    automobile      0.0% 
+    bird            0.0% 
+    cat             0.0% 
+    deer            0.0% 
+    dog             0.0% 
+    frog           100.0% ████████████████████
+    horse           0.0% 
+    ship            0.0% 
+    truck           0.0% 
+
+Ep 2/30: 100%|████████████████████| 97/97 [00:02<00:00, 39.10it/s, loss=2.2990 acc=10.6%] 
+  ep  2 | loss=2.3024 train=10.6% test=10.0% | best=dog=100% worst=airplane=0% | 4s
+Ep 3/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.70it/s, loss=2.2947 acc=10.9%] 
+  ep  3 | loss=2.3000 train=10.9% test=13.8% | best=cat=79% worst=airplane=0% | 4s
+Ep 4/30: 100%|████████████████████| 97/97 [00:02<00:00, 41.78it/s, loss=2.3037 acc=12.4%] 
+  ep  4 | loss=2.2944 train=12.4% test=14.0% | best=automobile=83% worst=bird=0% | 4s
+Ep 5/30: 100%|████████████████████| 97/97 [00:02<00:00, 48.20it/s, loss=2.2845 acc=12.4%] 
+  ep  5 | loss=2.2873 train=12.4% test=15.4% | best=airplane=77% worst=automobile=0% | 3s
+
+    class             acc
+    ----------------------
+    airplane       77.5% ███████████████
+    automobile      0.0% 
+    bird            0.0% 
+    cat             0.0% 
+    deer           36.2% ███████
+    dog            39.1% ███████
+    frog            0.0% 
+    horse           1.0% 
+    ship            0.4% 
+    truck           0.3% 
+
+Ep 6/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.19it/s, loss=2.2704 acc=14.5%] 
+  ep  6 | loss=2.2767 train=14.5% test=14.6% | best=deer=87% worst=automobile=0% | 4s
+Ep 7/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.57it/s, loss=2.2620 acc=15.1%] 
+  ep  7 | loss=2.2664 train=15.1% test=13.2% | best=bird=67% worst=automobile=0% | 3s
+Ep 8/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.50it/s, loss=2.2456 acc=15.2%] 
+  ep  8 | loss=2.2582 train=15.2% test=15.9% | best=deer=70% worst=airplane=0% | 3s
+Ep 9/30: 100%|████████████████████| 97/97 [00:01<00:00, 51.58it/s, loss=2.2409 acc=16.3%] 
+  ep  9 | loss=2.2480 train=16.3% test=16.1% | best=deer=80% worst=airplane=0% | 3s
+Ep 10/30: 100%|████████████████████| 97/97 [00:02<00:00, 45.69it/s, loss=2.2429 acc=15.9%] 
+  ep 10 | loss=2.2413 train=15.9% test=17.6% | best=airplane=51% worst=cat=0% | 4s
+
+    class             acc
+    ----------------------
+    airplane       50.8% ██████████
+    automobile     44.7% ████████
+    bird           40.9% ████████
+    cat             0.0% 
+    deer            2.4% 
+    dog             0.0% 
+    frog            9.0% █
+    horse           3.4% 
+    ship           16.2% ███
+    truck           8.5% █
+
+Ep 11/30: 100%|████████████████████| 97/97 [00:02<00:00, 45.01it/s, loss=2.2319 acc=16.4%] 
+  ep 11 | loss=2.2349 train=16.4% test=16.7% | best=deer=69% worst=bird=0% | 4s
+Ep 12/30: 100%|████████████████████| 97/97 [00:02<00:00, 44.52it/s, loss=2.2193 acc=17.1%] 
+  ep 12 | loss=2.2292 train=17.1% test=18.6% | best=automobile=56% worst=airplane=0% | 4s
+Ep 13/30: 100%|████████████████████| 97/97 [00:02<00:00, 45.56it/s, loss=2.2319 acc=17.8%] 
+  ep 13 | loss=2.2227 train=17.8% test=15.2% | best=automobile=87% worst=airplane=0% | 4s
+Ep 14/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.19it/s, loss=2.2046 acc=17.5%] 
+  ep 14 | loss=2.2201 train=17.5% test=17.3% | best=deer=79% worst=airplane=0% | 4s
+Ep 15/30: 100%|████████████████████| 97/97 [00:02<00:00, 43.88it/s, loss=2.2028 acc=18.3%] 
+  ep 15 | loss=2.2164 train=18.3% test=20.2% | best=deer=49% worst=airplane=0% | 4s
+
+    class             acc
+    ----------------------
+    airplane        0.0% 
+    automobile     18.0% ███
+    bird            0.0% 
+    cat            38.2% ███████
+    deer           49.4% █████████
+    dog             1.7% 
+    frog           32.5% ██████
+    horse           0.4% 
+    ship           37.6% ███████
+    truck          24.2% ████
+
+Ep 16/30: 100%|████████████████████| 97/97 [00:02<00:00, 42.91it/s, loss=2.2009 acc=18.5%] 
+  ep 16 | loss=2.2121 train=18.5% test=18.7% | best=automobile=85% worst=dog=0% | 4s
+Ep 17/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.72it/s, loss=2.2333 acc=18.8%] 
+  ep 17 | loss=2.2099 train=18.8% test=19.5% | best=deer=71% worst=airplane=0% | 3s
+Ep 18/30: 100%|████████████████████| 97/97 [00:02<00:00, 42.53it/s, loss=2.1917 acc=19.2%] 
+  ep 18 | loss=2.2070 train=19.2% test=20.5% | best=deer=62% worst=automobile=0% | 4s
+Ep 19/30: 100%|████████████████████| 97/97 [00:01<00:00, 49.72it/s, loss=2.1893 acc=19.0%] 
+  ep 19 | loss=2.2062 train=19.0% test=20.8% | best=truck=54% worst=dog=1% | 4s
+Ep 20/30: 100%|████████████████████| 97/97 [00:02<00:00, 38.06it/s, loss=2.1917 acc=19.9%] 
+  ep 20 | loss=2.2021 train=19.9% test=21.1% | best=automobile=71% worst=dog=0% | 4s
+
+    class             acc
+    ----------------------
+    airplane       41.9% ████████
+    automobile     71.5% ██████████████
+    bird           14.3% ██
+    cat             6.5% █
+    deer           36.3% ███████
+    dog             0.1% 
+    frog           18.2% ███
+    horse          20.4% ████
+    ship            1.0% 
+    truck           0.3% 
+
+Ep 21/30: 100%|████████████████████| 97/97 [00:02<00:00, 39.68it/s, loss=2.1992 acc=20.1%] 
+  ep 21 | loss=2.2006 train=20.1% test=20.2% | best=ship=66% worst=dog=0% | 4s
+Ep 22/30: 100%|████████████████████| 97/97 [00:01<00:00, 50.58it/s, loss=2.2247 acc=20.5%] 
+  ep 22 | loss=2.1989 train=20.5% test=22.5% | best=truck=49% worst=airplane=0% | 3s
+Ep 23/30: 100%|████████████████████| 97/97 [00:02<00:00, 42.75it/s, loss=2.2038 acc=20.9%] 
+  ep 23 | loss=2.1979 train=20.9% test=20.4% | best=deer=69% worst=bird=0% | 4s
+Ep 24/30: 100%|████████████████████| 97/97 [00:02<00:00, 40.92it/s, loss=2.2217 acc=20.9%] 
+  ep 24 | loss=2.1974 train=20.9% test=20.8% | best=deer=71% worst=cat=0% | 4s
+Ep 25/30: 100%|████████████████████| 97/97 [00:01<00:00, 48.79it/s, loss=2.1902 acc=21.1%] 
+  ep 25 | loss=2.1960 train=21.1% test=20.7% | best=ship=68% worst=airplane=0% | 4s
+
+    class             acc
+    ----------------------
+    airplane        0.0% 
+    automobile     27.3% █████
+    bird            3.0% 
+    cat             0.8% 
+    deer           46.9% █████████
+    dog            20.8% ████
+    frog           28.5% █████
+    horse           8.6% █
+    ship           67.8% █████████████
+    truck           2.9% 
+
+Ep 26/30: 100%|████████████████████| 97/97 [00:02<00:00, 42.33it/s, loss=2.1866 acc=21.2%] 
+  ep 26 | loss=2.1954 train=21.2% test=22.5% | best=deer=52% worst=bird=1% | 4s
+Ep 27/30: 100%|████████████████████| 97/97 [00:02<00:00, 38.87it/s, loss=2.1947 acc=22.2%] 
+  ep 27 | loss=2.1950 train=22.2% test=23.2% | best=deer=58% worst=cat=2% | 4s
+Ep 28/30: 100%|████████████████████| 97/97 [00:02<00:00, 39.42it/s, loss=2.1937 acc=22.3%] 
+  ep 28 | loss=2.1945 train=22.3% test=22.7% | best=deer=56% worst=dog=2% | 4s
+Ep 29/30: 100%|████████████████████| 97/97 [00:02<00:00, 43.95it/s, loss=2.1976 acc=22.3%] 
+  ep 29 | loss=2.1944 train=22.3% test=23.0% | best=deer=56% worst=bird=3% | 4s
+Ep 30/30: 100%|████████████████████| 97/97 [00:01<00:00, 49.47it/s, loss=2.2006 acc=22.6%] 
+  ep 30 | loss=2.1944 train=22.6% test=23.1% | best=deer=57% worst=dog=3% | 4s
+
+    class             acc
+    ----------------------
+    airplane       26.8% █████
+    automobile     35.5% ███████
+    bird            3.2% 
+    cat             8.4% █
+    deer           57.1% ███████████
+    dog             2.9% 
+    frog           24.4% ██��█
+    horse          19.5% ███
+    ship           27.6% █████
+    truck          25.5% █████
+
+
+======================================================================
+PATCHWORK v2 COMPLETE
+  Best: 23.2%
+  Params: 248,586
+  Chance: 10.0%
+======================================================================