Create cell_7_enough_of_this_crap_time_to_really_fix_the_model.txt

cell_7_enough_of_this_crap_time_to_really_fix_the_model.txt

@@ -0,0 +1,327 @@
+Loading Fresnel (v50_fresnel_64) with conduit solver...
+v50_fresnel_64/checkpoints/best.pt: 100%
+ 23.6M/23.6M [00:01<00:00, 43.8MB/s]
+  Patch size: 4, Grid: 16x16, D=4, Patches/image: 256
+  Solver: conduit
+  Conduit packet shape: friction=torch.Size([512, 4])
+  Expected: (512, 4) = (512, 4)
+  CONDUIT ACTIVE ✓
+
+Precomputing train set (real conduit telemetry)...
+Train: 100%|██████████| 391/391 [00:06<00:00, 60.82it/s]
+  Train: 50000 images
+Precomputing test set...
+Test: 100%|██████████| 79/79 [00:01<00:00, 55.78it/s]
+  Test: 10000 images
+
+======================================================================
+  SIGNAL PROFILE — Real conduit telemetry from Fresnel
+======================================================================
+  S_orig    : mean=      3.2954 std=      1.0679 min=      1.7956 max=        5.27
+  S_coord   : mean=      3.3211 std=      1.0776 min=      1.8156 max=        5.32
+  friction  : mean=     44.1942 std=   9481.6689 min=      4.6247 max= 40158816.00
+  settle    : mean=      1.6755 std=      0.7641 min=      0.0000 max=        4.00
+  error     : mean=      0.0000 std=      0.0000 min=      0.0000 max=        0.00
+  log1p_fric: mean=      2.7064 std=      1.1193 min=      1.7272 max=       17.51
+
+  Per-class mean friction (raw):
+    airplane  : raw=     75.08  log1p= 2.812
+    auto      : raw=     50.10  log1p= 2.716
+    bird      : raw=     40.37  log1p= 2.687
+    cat       : raw=     33.16  log1p= 2.678
+    deer      : raw=     30.15  log1p= 2.656
+    dog       : raw=     31.56  log1p= 2.676
+    frog      : raw=     29.17  log1p= 2.636
+    horse     : raw=     31.70  log1p= 2.675
+    ship      : raw=     73.68  log1p= 2.804
+    truck     : raw=     46.96  log1p= 2.723
+
+  Spatial CV (per-image std/mean across 16x16 grid):
+    S_orig    : mean_CV=0.3239  median_CV=0.3272
+    friction  : mean_CV=2.4156  median_CV=1.3275
+    settle    : mean_CV=0.4516  median_CV=0.4570
+    error     : mean_CV=0.2689  median_CV=0.2177
+
+======================================================================
+  FRESNEL CONDUIT — Spatial Conv Readout (Real Decomposition)
+======================================================================
+
+──────────────────────────────────────────────────────────────────────
+  Training: S_orig (raw eigenvalues) — 4ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=33.6% test=34.9%
+    ep 10 train=38.2% test=39.5%
+    ep 15 train=40.8% test=41.2%
+    ep 20 train=42.6% test=42.7%
+    ep 25 train=43.5% test=43.9%
+    ep 30 train=44.0% test=44.4%
+
+  S_orig (raw eigenvalues) — 4ch
+  Channels: 4, Params: 232,714, Time: 29s
+  Best test: 44.4%
+
+    Class         Acc
+    ----------------------
+    airplane   47.2% █████████
+    auto       59.0% ███████████
+    bird       33.7% ██████
+    cat        25.2% █████
+    deer       28.3% █████
+    dog        37.7% ███████
+    frog       51.9% ██████████
+    horse      44.7% ████████
+    ship       63.5% ████████████
+    truck      52.8% ██████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: S_coord (cross-attn coordinated) — 4ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=32.1% test=33.2%
+    ep 10 train=37.6% test=39.1%
+    ep 15 train=40.8% test=41.0%
+    ep 20 train=42.2% test=43.2%
+    ep 25 train=43.5% test=43.5%
+    ep 30 train=43.9% test=43.9%
+
+  S_coord (cross-attn coordinated) — 4ch
+  Channels: 4, Params: 232,714, Time: 30s
+  Best test: 44.1%
+
+    Class         Acc
+    ----------------------
+    airplane   46.5% █████████
+    auto       57.6% ███████████
+    bird       31.0% ██████
+    cat        23.3% ████
+    deer       28.0% █████
+    dog        37.3% ███████
+    frog       53.4% ██████████
+    horse      46.8% █████████
+    ship       63.1% ████████████
+    truck      52.2% ██████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: Friction (log1p, real decomp) — 4ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=28.7% test=31.8%
+    ep 10 train=34.5% test=36.3%
+    ep 15 train=37.8% test=39.1%
+    ep 20 train=39.8% test=40.3%
+    ep 25 train=40.8% test=41.1%
+    ep 30 train=41.2% test=41.4%
+
+  Friction (log1p, real decomp) — 4ch
+  Channels: 4, Params: 232,714, Time: 29s
+  Best test: 41.5%
+
+    Class         Acc
+    ----------------------
+    airplane   48.7% █████████
+    auto       58.5% ███████████
+    bird       26.4% █████
+    cat        19.0% ███
+    deer       35.0% ███████
+    dog        33.8% ██████
+    frog       47.7% █████████
+    horse      39.7% ███████
+    ship       57.8% ███████████
+    truck      47.0% █████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: Release error only — 1ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=9.8% test=10.0%
+    ep 10 train=9.7% test=10.0%
+    ep 15 train=9.8% test=10.0%
+    ep 20 train=9.7% test=10.0%
+    ep 25 train=9.9% test=10.0%
+    ep 30 train=10.0% test=10.0%
+
+  Release error only — 1ch
+  Channels: 1, Params: 230,986, Time: 29s
+  Best test: 10.0%
+
+    Class         Acc
+    ----------------------
+    airplane    0.0% 
+    auto       100.0% ████████████████████
+    bird        0.0% 
+    cat         0.0% 
+    deer        0.0% 
+    dog         0.0% 
+    frog        0.0% 
+    horse       0.0% 
+    ship        0.0% 
+    truck       0.0% 
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: Settle only — 4ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=30.8% test=31.1%
+    ep 10 train=34.7% test=34.4%
+    ep 15 train=37.3% test=36.8%
+    ep 20 train=38.9% test=37.7%
+    ep 25 train=39.8% test=38.7%
+    ep 30 train=40.2% test=39.2%
+
+  Settle only — 4ch
+  Channels: 4, Params: 232,714, Time: 30s
+  Best test: 39.2%
+
+    Class         Acc
+    ----------------------
+    airplane   32.3% ██████
+    auto       47.8% █████████
+    bird       33.1% ██████
+    cat        19.7% ███
+    deer       30.5% ██████
+    dog        37.4% ███████
+    frog       50.3% ██████████
+    horse      43.1% ████████
+    ship       51.9% ██████████
+    truck      46.2% █████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: S_orig + Friction — 8ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=30.7% test=32.2%
+    ep 10 train=38.4% test=39.3%
+    ep 15 train=42.3% test=42.5%
+    ep 20 train=44.4% test=44.2%
+    ep 25 train=45.4% test=45.5%
+    ep 30 train=46.0% test=45.3%
+
+  S_orig + Friction — 8ch
+  Channels: 8, Params: 235,018, Time: 31s
+  Best test: 45.7%
+
+    Class         Acc
+    ----------------------
+    airplane   54.2% ██████████
+    auto       59.0% ███████████
+    bird       32.8% ██████
+    cat        23.1% ████
+    deer       31.9% ██████
+    dog        35.2% ███████
+    frog       54.6% ██████████
+    horse      47.3% █████████
+    ship       63.8% ████████████
+    truck      50.8% ██████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: S_orig + Release — 5ch
+───────────────────────────��──────────────────────────────────────────
+    ep  5 train=31.6% test=33.4%
+    ep 10 train=37.4% test=38.3%
+    ep 15 train=40.2% test=39.5%
+    ep 20 train=41.6% test=42.2%
+    ep 25 train=42.9% test=42.8%
+    ep 30 train=43.2% test=43.0%
+
+  S_orig + Release — 5ch
+  Channels: 5, Params: 233,290, Time: 30s
+  Best test: 43.1%
+
+    Class         Acc
+    ----------------------
+    airplane   45.5% █████████
+    auto       56.4% ███████████
+    bird       29.1% █████
+    cat        24.3% ████
+    deer       29.3% █████
+    dog        36.9% ███████
+    frog       51.7% ██████████
+    horse      44.7% ████████
+    ship       61.8% ████████████
+    truck      50.7% ██████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: S_orig + Friction + Release — 9ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=32.2% test=34.4%
+    ep 10 train=40.2% test=41.3%
+    ep 15 train=43.7% test=44.5%
+    ep 20 train=45.9% test=46.1%
+    ep 25 train=47.1% test=46.9%
+    ep 30 train=47.2% test=47.0%
+
+  S_orig + Friction + Release — 9ch
+  Channels: 9, Params: 235,594, Time: 31s
+  Best test: 47.0%
+
+    Class         Acc
+    ----------------------
+    airplane   55.8% ███████████
+    auto       62.0% ████████████
+    bird       35.1% ███████
+    cat        24.3% ████
+    deer       31.6% ██████
+    dog        36.1% ███████
+    frog       56.7% ███████████
+    horse      50.3% ██████████
+    ship       65.1% █████████████
+    truck      53.4% ██████████
+
+
+──────────────────────────────────────────────────────────────────────
+  Training: FULL CONDUIT — 13ch
+──────────────────────────────────────────────────────────────────────
+    ep  5 train=34.2% test=36.8%
+    ep 10 train=40.8% test=40.1%
+    ep 15 train=44.1% test=44.6%
+    ep 20 train=46.4% test=46.1%
+    ep 25 train=47.5% test=46.9%
+    ep 30 train=48.0% test=47.1%
+
+  FULL CONDUIT — 13ch
+  Channels: 13, Params: 237,898, Time: 33s
+  Best test: 47.1%
+
+    Class         Acc
+    ----------------------
+    airplane   55.2% ███████████
+    auto       62.4% ████████████
+    bird       31.6% ██████
+    cat        22.3% ████
+    deer       31.7% ██████
+    dog        40.3% ████████
+    frog       59.7% ███████████
+    horse      50.2% ██████████
+    ship       63.4% ████████████
+    truck      53.8% ██████████
+
+
+======================================================================
+  SCOREBOARD — Fresnel Conduit (Real Decomposition Telemetry)
+======================================================================
+
+  Configuration                              Ch     Params  Test Acc
+  ------------------------------------------------------------------
+  Chance                                      —          —     10.0%
+  Release error only — 1ch                    1    230,986    10.0%
+  Settle only — 4ch                           4    232,714    39.2%
+  Friction (log1p, real decomp) — 4ch         4    232,714    41.5%
+  S_orig + Release — 5ch                      5    233,290    43.1%
+  S_coord (cross-attn coordinated) — 4ch      4    232,714    44.1%
+  S_orig (raw eigenvalues) — 4ch              4    232,714    44.4%
+  S_orig + Friction — 8ch                     8    235,018    45.7%
+  S_orig + Friction + Release — 9ch           9    235,594    47.0%
+  FULL CONDUIT — 13ch                        13    237,898    47.1%
+
+  --- PREVIOUS (circular Gram, INVALID) ---
+  Freckles friction conv (circular)           4       232K     45.8%
+  Freckles S conv (circular)                  4       232K     20.9%
+
+  S_orig only:   44.4%
+  Best conduit:  47.1% (FULL CONDUIT — 13ch)
+  Conduit lift:  +2.7pp
+
+  THIS IS THE REAL TEST.
+  Friction from the actual decomposition, not reconstructed Gram matrices.